%Update March 28th, 2017 @PHDthesis{Abdel04, author = {Abdel-Rahman Hedar A. Ahmed}, title = {Studies on {M}etaheuristics for {C}ontinuous {G}lobal {O}ptimization {P}roblems}, school = {Kyoto University}, year = {2004}, address = {Kyoto, Japan}, month = {June}, key = {Abdel-Rahman, 2004} } @article{Abdullah12, author = {Salwani Abdullah and Hamza Turabieh}, title = {{On the use of multi neighbourhood structures within a Tabu-based memetic approach to university timetabling problems}}, journal = {Information Sciences}, volume = {191}, pages = {146--168}, month = {May 15}, year = {2012} } @article{Abedian06, author = {A. Abedian and M. H. Ghiasi and B. Dehghan-Manshadi}, title = {{Effect of a Linear-Exponential Penalty Function on the GA's Efficiency in Optimization of a Laminated Composite Panel}}, journal = {International Journal of Computational Intelligence}, volume = {2}, number = {1}, pages = {5--11}, month = {Winter}, year = {2006} } @inproceedings{Abbas09, author = {Ahmed Abbas and Sajjad Haider}, title = {{Comparison of AIS and PSO for Constrained Portfolio Optimization}}, booktitle = {2009 International Conference on Information and Financial Engineering (ICIFE 2009)}, pages = {50--54}, publisher = {IEEE Computer Society Press}, address = {Singapore}, month = {17-20 April}, year = {2009} } @article{Abou10, author = {A. A. {Abou El Ela} and M. A. Abido and S. R. Spea}, title = {{Differential evolution algorithm for emission constrained economic power dispatch problem}}, journal = {Electric Power Systems Research}, volume = {80}, number = {10}, pages = {1286--1292}, month = {October}, year = {2010} } @inproceedings{Acan03, author = {Adnan Acan and Ahmet \"{U}nveren and Y\"{u}ce Tekol}, title = {Evolutionary {E}stimation of {A}ssignment-Ordering Function for {CSP}-Modeled {C}ombinatorial {O}ptimization}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2003 (CEC'2003)}, pages = {560--565}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {December}, year = {2003}, organization = {Canberra, Australia}, volume = {1} } @inproceedings{Acan04, author = {Adnan Acan and Ahmet Unveren}, title = {An {E}volutionary {C}onstraint {S}atisfaction {S}olution for {O}ver the {C}ell {C}hannel {R}outing}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2004)}, pages = {838--849}, editor = {Kalyanmoy Deb and Riccardo Poli and Wolfgang Banzhaf and Hans-Georg Beyer and Edmund Burke and Paul Darwen and Dipankar Dasgupta and Dario Floreano and James Foster and Mark Harman and Owen Holland and Pier Luca Lanzi and Lee Spector and Andrea Tettamanzi and Dirk Thierens and Andy Tyrrell}, publisher = {Springer Verlag}, address = {Heidelberg, Germany}, month = {June}, year = {2004}, note = {Lecture Notes in Computer Science Vol. 3103}, organization = {Seattle, WA} } @inproceedings{Acharya07, author = {D.P. Acharya and G. Panda and Y.V.S. Lakshmi}, title = {Constrained Genetuc Algorithm Based Independent Component Analysis}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {2443--2449}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @article{Adeli94, author = {Hojjat Adeli and Nai-Tsang Cheng}, title = {Augmented {L}agrangian {G}enetic {A}lgorithm for {S}tructural {O}ptimization}, journal = {Journal of Aerospace Engineering}, volume = {7}, number = {1}, pages = {104--118}, month = {January}, year = {1994}, key = {Adeli \& Cheng, 1994} } @article{Afshar07, author = {M. H. Afshar and M. A. Mari\~{n}o}, title = {A parameter-free self-adapting boundary genetic search for pipe network optimization}, journal = {Computational Optimization and Applications}, volume = {37}, number = {1}, pages = {83--102}, month = {May}, year = {2007} } @article{Afshar08, author = {M.H. Afshar}, title = {Penalty adapting ant algorithm: application to pipenet work optimization}, journal = {Engineering Optimization}, volume = {40}, number = {10}, pages = {969--987}, month = {October}, year = {2008} } @book{Aguiar16, author = {Hime {Aguiar e Oliveira Junior}}, title = {{Evolutionary Global Optimization, Manifolds and Applications}}, publisher = {Springer}, address = {Switzerland}, year = {2016}, note = {ISBN 978-3-319-26466-0} } @inproceedings{Aguilar16, author = {Adan E. Aguilar-Justo and Efr\'{e}n Mezura-Montes}, title = {{Towards an Improvement of Variable Interaction Identification for Large-Scale Constrained Problems}}, booktitle = {2016 IEEE Congress on Evolutionary Computation (CEC'2016)}, pages = {4167--4174}, publisher = {IEEE Press}, address = {Vancouver, Canada}, month = {July 24-29}, note = {ISBN 978-1-5090-0623-9}, year = {2016} } @article{Akay12, author = {Bahriye Akay and Dervis Karaboga}, title = {{Artificial bee colony algorithm for large-scale problems and engineering design optimization}}, journal = {Journal of Intelligent Manufacturing}, volume = {23}, number = {4}, pages = {1001--1014}, month = {August}, year = {2012}, } @article{Akhtar02, author = {Shamim Akhtar and Kang Tai and Tapabrata Ray}, title = {A {S}ocio-{B}ehavioural {S}imulation {M}odel for {E}ngineering {D}esign {O}ptimization}, journal = {Engineering Optimization}, volume = {34}, number = {4}, pages = {341--354}, year = {2002}, key = {Akhtar, 2002} } @inproceedings{Akimoto10, author = {Youhei Akimoto and Yuichi Nagata and Isao Ono and Shigenobu Kobayashi}, title = {{Theoretical Analysis of Evolutionary Computation on Continuously Differentiable Functions}}, booktitle = {Proceedings of the 12th annual conference on Genetic and Evolutionary Computation (GECCO'2010)}, pages = {1401--1408}, publisher = {ACM Press}, address = {Portland, Oregon, USA}, month = {July 7--11}, year = {2010}, note = {ISBN 978-1-4503-0072-8} } @incollection{Akimoto14, author = {Youhei Akimoto and Shinichi Shirakawa}, title = {{Natural Gradient Approach for Linearly Constrained Continuous Optimization}}, booktitle = {Parallel Problem Solving from Nature – PPSN XIII, 13th International Conference}, editor = {Thomas Bartz-Beielstein and J\"{u}rgen Branke and Bogdan Filipi\v{c} and Jim Smith}, pages = {252--261}, address = {Ljubljana, Slovenia}, publisher = {Springer. Lecture Notes in Computer Science Vol. 8672}, month = {September 13-17}, year = {2014}, note = {ISBN 978-3-319-10761-5} } @incollection{Alander98, author = {Jarmo T. Alander and Jouni Lampinen}, title = {Cam {S}hape {O}ptimization by {G}enetic {A}lgorithm}, booktitle = {Genetic Algorithms and Evolution Strategies in Engineering and Computer Science}, publisher = {John Wiley \& Sons}, editor = {D. Quagliarella and J. P\'{e}riaux and C. Poloni and G. Winter}, pages = {153--174}, address = {England}, year = {1998} } @ARTICLE{Ali09, author = {M. M. Ali and Z. Kajee-Bagdadi}, title = {{A local exploration-based differential evolution algorithm for constrained global optimization}}, journal = {Applied Mathematics and Computation}, volume = {208}, number = {1}, pages = {31--48}, month = {February 1}, year = {2009} } @inproceedings{Ali11, author = {Mostafa Ali and Robert Reynolds and Rose Ali and Ayad Salhieh}, title = {{Knowledge-Based Constrained Function Optimization Using Cultural Algorithms with an Enhanced Social Influence Metaphor}}, booktitle = {Computational Intelligence}, series = {Studies in Computational Intelligence}, editor = {Kurosh Madani and Antonio Dourado Correia ans Agostinho Rosa and Joaquin Filipe}, pages = {103--119}, address = {Berlin}, note = {ISBN 978-3-642-20206-3}, year = {2011} } @inproceedings{Ali11a, author = {Mostafa Z. Ali and Ayad Salhieh and Randa T. Abu Snanieh}, title = {{Boosting Cultural Algorithms with an Incongruous Layered Social Fabric Influence Function}}, booktitle = {2011 IEEE Congress on Evolutionary Computation (CEC'2011)}, pages = {1225--1232}, publisher = {IEEE Service Center}, address = {New Orleans, Lousiana, USA}, month = {5-8 June}, year = {2011}, } @article{Ali12, author = {Musrrat Ali and Millie Pant and Ajith Abraham and Chang Wook Ahn}, title = {{Swarm Directions Embedded Differential Evolution for Faster Convergence of Global Optimization Problems}}, journal = {International Journal on Artificial Intelligence Tools}, volume = {21}, number = {3}, note = {Article Number: 1240013}, month = {June}, year = {2012}, } @article{Ali12a, author = {Layak Ali and Samrat L. Sabat and Siba K. Udgata}, title = {{Particle swarm optimisation with stochastic ranking for constrained numerical and engineering benchmark problems}}, journal = {International Journal of Bio-Inspired Computation}, volume = {4}, number = {3}, pages = {155--166}, year = {2012}, } @article{Ali13, author = {M.M. Ali and W.X. Zhu}, title = {{A penalty function-based differential evolution algorithm for constrained global optimization}}, journal = {Computational Optimization and Applications}, volume = {54}, number = {3}, pages = {707--739}, month = {April}, year = {2013}, } @article{Ali14, author = {Mostafa Z. Ali and Noor H. Awad}, title = {{A novel class of niche hybrid Cultural Algorithms for continuous engineering optimization}}, journal = {Information Sciences}, volume = {267}, pages = {158--190}, month = {May 20}, year = {2014} } @article{Ali14a, author = {M.M. Ali and Mohsen Golalikhani and Jun Zhuang}, title = {{A computational study on different penalty approaches for solving constrained global optimization problems with the electromagnetism-like method}}, journal = {Optimization}, volume = {63}, number = {3}, pages = {403--419}, month = {March 1}, year = {2014} } @inproceedings{Alkan03, author = {Alpay Alkan and Ender \"{O}zcan}, title = {Memetic {A}lgorithms for {T}imetabling}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2003 (CEC'2003)}, pages = {1796--1802}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {December}, year = {2003}, organization = {Canberra, Australia}, volume = {3} } @inproceedings{AlRashidi06, author = {M.R. AlRashidi and M.E. El-Hawary}, title = {{Emission-economic dispatch using a novel constraint handling particle swarm optimization strategy}}, booktitle = {2006 Canadian Conference on Electrical and Computer Engineering}, pages = {486--491}, publisher = {IEEE Press}, address = {Ottawa, Canada}, month = {May 7-10}, year = {2006}, note = {ISBN 978-1-4244-0037-9} } @inproceedings{Alvarez05, author = {Jaime Alvarez-Gallegos and Carlos Alberto Cruz Villar and Edgar Alfredo Portilla Flores}, title = {Evolutionary {D}ynamic {O}ptimization of a {C}ontinuously {V}ariable {T}ransmission for {M}echanical {E}fficiency {M}aximization}, booktitle = {MICAI 2005: Advances in Artificial Intelligence}, pages = {1093--1102}, editor = {Alexander Gelbukh and \'{A}lvaro de Albornoz and Hugo Terashima-Mar\'{\i}n}, publisher = {Springer}, address = {Monterrey, M\'{e}xico}, month = {November}, year = {2005}, note = {Lecture Notes in Artificial Intelligence Vol. 3789,} } @inproceedings{Ameca14, author = {Mar\'{\i}a-Yaneli Ameca-Alducin and Efr\'{e}n Mezura-Montes and Nicandro Cruz-Ram\'{\i}rez}, title = {{Differential Evolution with Combined Variants for Dynamic Constrained Optimization}}, booktitle = {2014 IEEE Congress on Evolutionary Computation (CEC'2014)}, pages = {975--982}, publisher = {IEEE Press}, address = {Beijing, China}, month = {6-11 July}, year = {2014}, note = {ISBN 978-1-4799-1488-3} } @inproceedings{Ameca15, author = {Mar\'{\i}a-Yaneli Ameca-Alducin and Efr\'{e}n Mezura-Montes and Nicandro Cruz-Ram\'{\i}rez}, title = {{A Repair Method for Differential Evolution with Combined Variants to Solve Dynamic Constrained Optimization Problems}}, booktitle = {Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation GECCO'2015}, publisher = {ACM Press}, pages = {241--248}, address = {Madrid, Spain}, month = {July 11-15}, year = {2015}, note = {ISBN 978-1-4503-3472-3} } @article{Amjady11, author = {Nima Amjady and Hossein Sharifzadeh}, title = {{Security constrained optimal power flow considering detailed generator model by a new robust differential evolution algorithm}}, journal = {Electric Power Systems Research}, volume = {81}, number = {2}, pages = {740--749}, month = {February}, year = {2011} } @article{Amjady12, author = {Nima Amjady and Hamzeh Fatemi and Hamidreza Zareipour}, title = {{Solution of Optimal Power Flow Subject to Security Constraints by a New Improved Bacterial Foraging Method}}, journal = {IEEE Transactions on Power Systems}, volume = {27}, number = {3}, pages = {1311--1323}, month = {August}, year = {2012}, } @article{Amirjanov08, author = {Adil Amirjanov}, title = {Investigation of a changing range genetic algorithm in noisy environments}, journal = {International Journal for Numerical Methods in Engineering}, volume = {73}, number = {1}, pages = {26--46}, month = {January 1}, year = {2008} } @article{Andrade07, author = {A. 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Arag{\'o}n and Susana C. Esquivel andCarlos A. {Coello Coello}}, title = {{A Novel Model of Artificial Immune System for Solving Constrained Optimization Problems with Dynamic Tolerance Factor}}, booktitle = {MICAI 2007: Advances in Artificial Intelligence, 6th International Conference on Artificial Intelligence}, editor = {Alexander Gelbukh and \'{A}ngel Fernando {Kuri Morales}}, pages = {19--29}, publisher = {Springer. Lecture Notes in Artificial Intelligence Vol. 4827}, address = {Aguascalientes, M\'{e}xico}, month = {November}, year = {2007} } @article{Aragon07a, author = {Victoria S. Arag\'{o}n and Susana C. Esquivel and Carlos A. {Coello Coello}}, title = {Artificial Immune System for Solving Constrained Optimization Problems}, journal = {Revista Iberoamericana de Inteligencia Artificial}, volume = {11}, number = {35}, pages = {55--66}, year = {2007} } @article{Aragon08, author = {Victoria S. Arag\'{o}n and Susana C. 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Lecture Notes in Computer Science Vol. 5199}, editor = {G\"{u}nter Rudolph and Thomas Jansen and Simon Lucas and Carlo Poloni and Nicola Beume}, pages = {1--10}, address = {Dortmund, Germany}, month = {September}, year = {2008} } @incollection{Arnold11, author = {Dirk V. Arnold}, title = {{On the Behaviour of the $(1,\lambda)$-ES for a Simple Constrained Problem}}, booktitle = {Proceedings of the 2011 ACM/SIGEVO Foundations of Genetic Algorithms XI (FOGA'2011)}, editor = {Hans-Georg Beyer and William B. Langdon}, pages = {15--24}, publisher = {ACM Press}, month = {January 5--9}, address = {Schwarzenberg, Austria}, year = {2011} } @inproceedings{Arnold11a, author = {Dirk V. Arnold}, title = {{Analysis of a Repair Mechanism for the $(1,\lambda)$-ES Applied to a Simple Constrained Problem}}, booktitle = {2011 Genetic and Evolutionary Computation Conference (GECCO'2011)}, pages = {853--860}, publisher = {ACM Press}, address = {Dublin, Ireland}, month = {July 12-16}, year = {2011} } @inproceedings{Arnold12, author = {Dirk V. Arnold and Nikolaus Hausen}, title = {{A $(1+1)$-CMA-ES for Constrained Optimisation}}, booktitle = {2012 Genetic and Evolutionary Computation Conference (GECCO'2012)}, pages = {297--304}, publisher = {ACM Press}, address = {Philadelphia, USA}, month = {July}, year = {2012}, note = {ISBN: 978-1-4503-1177-9} } @inproceedings{Arnold12a, author = {Dirk V. Arnold}, title = {{On the Behaviour of the ($1,\lambda$)-$\sigma$SA-ES for a Constrained Linear Problem}}, booktitle = {Parallel Problem Solving from Nature - PPSN XII, 12th International Conference}, editor = {Carlos A. Coello Coello and Vincenzo Cutello and Kalyanmoy Deb and Stephanie Forrest and Giuseppe Nicosia and Mario Pavone}, pages = {82--91}, publisher = {Springer. Lecture Notes in Computer Science Vol. 7491}, address = {Taormina, Italy}, month = {September 1-5}, year = {2012}, } @inproceedings{Arnold13, author = {Dirk V. Arnold}, title = {{On the Behaviour of the $(1,\lambda)$-ES for a Conically Constrained Problem}}, booktitle = {2013 Genetic and Evolutionary Computation Conference (GECCO'2013)}, pages = {423--430}, publisher = {ACM Press}, address = {New York, USA}, month = {July}, location = {Amsterdam, The Netherlands}, year = {2013}, note = {ISBN 978-1-4503-1963-8} } @inproceedings{Arnold15, author = {Dirk V. Arnold and Jeremy Porter}, title = {{Towards an Augmented Lagrangian Constraint-Handling Approach for the $(1+1)$-ES}}, booktitle = {2015 Genetic and Evolutionary Computation Conference (GECCO 2015)}, pages = {249--256}, publisher = {ACM Press}, address = {Madrid, Spain}, month = {July 11-15}, year = {2015}, note = {ISBN 978-1-4503-3472-3} } @incollection{Arnold16, author = {Dirk V. Arnold}, title = {{An Active-Set Evolution Strategy for Optimization with Known Constraints}}, booktitle = {Parallel Problem Solving from Nature -- PPSN XIV, 14th International Conference}, editor = {Julia Handl and Emma Hart and Peter R. Lewis and Manuel \protect{L\'{o}pez-Ib\'{a}\~{n}ez} and Gabriela Ochoa and Ben Paechter}, pages = {192--202}, publisher = {Springer. Lecture Notes in Computer Science Vol. 9921}, address = {Edinburgh, UK}, month = {September 17-21}, year = {2016}, note = {ISBN 978-3-319-45822-9} } @inproceedings{Asafuddoula11, author = {Md. Asafuddoula and Tapabrata Ray and Ruhul Sarker}, title = {{An Adaptive Differential Evolution Algorithm and its Performance on Real World Optimization Problems}}, booktitle = {2011 IEEE Congress on Evolutionary Computation (CEC'2011)}, pages = {1057-1062}, publisher = {IEEE Service Center}, address = {New Orleans, Lousiana, USA}, month = {5-8 June}, year = {2011}, } @inproceedings{Asafuddoula12, author = {Md Asafuddoula and Tapabrata Ray and Ruhul Sarker and Khairul Alam}, title = {{An Adaptive Constraint Handling Approach Embedded MOEA/D}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {2516--2523}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @incollection{Atamna16, author = {Asma Atamna and Anne Auger and Nikolaus Hansen}, title = {{Augmented Lagrangian Constraint Handling for CMA-ES --- Case of a Single Linear Constraint}}, booktitle = {Parallel Problem Solving from Nature -- PPSN XIV, 14th International Conference}, editor = {Julia Handl and Emma Hart and Peter R. Lewis and Manuel \protect{L\'{o}pez-Ib\'{a}\~{n}ez} and Gabriela Ochoa and Ben Paechter}, pages = {181--191}, publisher = {Springer. Lecture Notes in Computer Science Vol. 9921}, address = {Edinburgh, UK}, month = {September 17-21}, year = {2016}, note = {ISBN 978-3-319-45822-9} } @inproceedings{Atamna16a, author = {Asma Atamna and Anne Auger and Nikolaus Hansen}, title = {{Analysis of Linear Convergence of a $(1+1)$-ES with Augmented Lagrangian Constraint Handling}}, booktitle = {2016 Genetic and Evolutionary Computation Conference (GECCO'2016)}, pages = {213--220}, publisher = {ACM Press}, address = {Denver, Colorado, USA}, month = {20-24 July}, year = {2016}, note = {ISBN 978-1-4503-4206-3} } @article{Atiqullah00, author = {M.M. Atiqullah and S.S. Rao}, title = {{Simulated annealing and parallel processing: An implementation for constrained global design optimization}}, journal = {Engineering Optimization}, volume = {32}, number = {5}, pages = {659--685}, year = {2000}, } @inproceedings{Avigad07, author = {Gideon Avigad and Kalyanmoy Deb}, title = {The Sequential Optimization-Constraint Multi-objective Problem and its Applications for robust Planning of robot paths}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {2101--2108}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @article{Ayvaz09, author = {M. 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Burke and Graham Kendall and Jingpeng Li and Barry McCollum}, title = {{A Hybrid Evolutionary Approach to the Nurse Rostering Problem}}, journal = {IEEE Transactions On Evolutionary Computation}, volume = {14}, number = {4}, pages = {580--590}, month = {August}, year = {2010} } @article{Bai12, author = {Liang Bai and Yongheng Jiang and Dexian Huang}, title = {{A Novel Two-Level Optimization Framework Based on Constrained Ordinal Optimization and Evolutionary Algorithms for Scheduling of Multipipeline Crude Oil Blending}}, journal = {Industrial \& Engineering Chemistry Research}, volume = {51}, number = {26}, pages = {9078--9093}, month = {July 4}, year = {2012}, } @article{Bai12a, author = {Liang Bai and Junyan Wang and Yongheng Jiang and Dexian Huang}, title = {{Improved Hybrid Differential Evolution-Estimation of Distribution Algorithm with Feasibility Rules for NLP/MINLP Engineering Optimization Problems}}, journal = {Chinese Journal of Chemical Engineering}, volume = {20}, number = {6}, pages = {1074--1080}, month = {December}, year = {2012}, } @inproceedings{Bain04, author = {Stuart Bain and John Thorton and Abdul Sattar}, title = {Evolving {A}lgorithms for {C}onstraint {S}atisfaction}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2004 (CEC'2004)}, pages = {265--272}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {June}, year = {2004}, organization = {Portland, Oregon, USA}, volume = {1} } @inproceedings{Balicki04, author = {Jerzy Balicki}, title = {Multi-criterion {E}volutionary {A}lgorithm with {M}odel of the {I}mmune {S}ystem to {H}andle {C}onstraints for {T}ask {A}ssignments}, booktitle = {Artificial Intelligence and Soft Computing - ICAISC 2004, 7th International Conference. Proceedings}, pages = {394--399}, editor = {Leszek Rutkowski and J{\"o}rg H. Siekmann and Ryszard Tadeusiewicz and Lotfi A. Zadeh}, publisher = {Springer. Lecture Notes in Computer Science. Volume 3070}, address = {Zakopane, Poland}, month = {June}, year = {2004} } @inproceedings{Balicki03, author = {Jerzy Balicki and Zygmunt Kitowski}, title = {Model of the {I}mmune {S}ystem to {H}andle {C}onstraints in {E}volutionary {A}lgorithm for {P}areto {T}ask {A}ssignments}, booktitle = {Intelligent Information Processing and Web Mining, Proceedings of the International IIS: IIPWM'03}, pages = {3--12}, editor = {Mieczyslaw A. Klopotek and Slawomir T. 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Coello Coello}, title = {Self-{A}daptive {P}enalties for {GA}-based {O}ptimization}, booktitle = {Proceedings of the Congress on Evolutionary Computation 1999 (CEC'99)}, pages = {573--580}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {July}, year = {1999}, volume = {1} } @article{Coello00, author = {Carlos A. {Coello Coello}}, title = {{T}reating {C}onstraints as {O}bjectives for {S}ingle-{O}bjective {E}volutionary {O}ptimization}, journal = {Engineering Optimization}, volume = {32}, number = {3}, pages = {275--308}, year = {2000}, key = {Coello, 2000} } @article{Coello00a, author = {Carlos A. {Coello Coello}}, title = {Use of a {S}elf-{A}daptive {P}enalty {A}pproach for {E}ngineering {O}ptimization {P}roblems}, journal = {Computers in Industry}, volume = {41}, number = {2}, pages = {113--127}, month = {January}, year = {2000}, key = {Coello, 2000} } @article{Coello00b, author = {Carlos A. {Coello Coello}}, title = {Constraint-handling using an evolutionary multiobjective optimization technique}, journal = {Civil Engineering and Environmental Systems}, volume = {17}, pages = {319--346}, year = {2000}, key = {Coello, 2000d} } @inproceedings{Coello01, author = {Carlos A. {Coello Coello} and Nareli {Cruz Cort\'{e}s}}, title = {Use of {E}mulations of the {I}mmune {S}ystem to {H}andle {C}onstraints in {E}volutionary {A}lgorithms}, booktitle = {Intelligent Engineering Systems through Artificial Neural Networks (ANNIE'2001)}, pages = {141--146}, editor = {Cihan H. Dagli and Anna L. Buczak and Joydeep Ghosh and Mark J. Embrechts and Okan Erson and Stephen Kercel}, publisher = {ASME Press}, address = {St. Louis Missouri, USA}, month = {November}, year = {2001}, volume = {11} } @article{Coello02, author = {Carlos A. Coello Coello}, title = {{T}heoretical and {N}umerical {C}onstraint {H}andling {T}echniques used with {E}volutionary {A}lgorithms: A {S}urvey of the {S}tate of the {A}rt}, journal = {Computer Methods in Applied Mechanics and Engineering}, volume = {191}, number = {11-12}, pages = {1245--1287}, month = {January}, year = {2002}, key = {Coello 2002, 2002} } @inproceedings{Coello02a, author = {Carlos A. Coello Coello and Efr\'{e}n Mezura-Montes}, title = {Handling {C}onstraints in {G}enetic {A}lgorithms {U}sing {D}ominance-{B}ased {T}ournaments}, booktitle = {Proceedings of the Fifth International Conference on Adaptive Computing in Design and Manufacture (ACDM'2002)}, pages = {273--284}, editor = {I.C. Parmee}, publisher = {Springer-Verlag}, address = {University of Exeter, Devon, UK}, month = {April}, year = {2002}, volume = {5} } @inproceedings{Coello02b, author = {Carlos A. Coello Coello and Ricardo Landa Becerra}, title = {{C}onstrained {O}ptimization {U}sing an {E}volutionary {P}rogramming-{B}ased {C}ultural {A}lgorithm}, booktitle = {Proceedings of the Fifth International Conference on Adaptive Computing in Design and Manufacture (ACDM'2002)}, pages = {317--328}, editor = {I.C. Parmee}, publisher = {Springer-Verlag}, address = {University of Exeter, Devon, UK}, month = {April}, year = {2002}, volume = {5} } @inproceedings{Coello02c, author = {Carlos A. 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Fernandes}, title = {{A hybrid genetic pattern search augmented Lagrangian method for constrained global optimization}}, journal = {Applied Mathematics and Computation}, volume = {218}, number = {18}, pages = {9415--9426}, month = {May 15}, year = {2012} } @article{Costa13, author = {Lino Costa and Isabel Espirito Santo and Pedro Oliveira}, title = {{An adaptive constraint handling technique for evolutionary algorithms}}, journal = {Optimization}, volume = {62}, number = {2}, pages = {241--253}, month = {February 1}, year = {2013}, } @incollection{Cotta09, author = {C. Cotta and A. 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Dahal and Stuart J. Galloway and Chris J. Aldridge}, title = {Developing {GA}-based {H}ybrid approaches for a {R}eal-world {M}ixed-integer {S}cheduling {P}roblem}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2003 (CEC'2003)}, pages = {1887--1894}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {December}, year = {2003}, organization = {Canberra, Australia}, volume = {3} } @inproceedings{Daneshyari04, author = {Moayed Daneshyari and Gary G. Yen}, title = {Talent {B}ased {S}ocial {A}lgorithm for {O}ptimization}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2004 (CEC'2004)}, pages = {786--791}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {June}, year = {2004}, organization = {Portland, Oregon, USA}, volume = {1} } @INPROCEEDINGS{Daneshyari10, author = {Moayed Daneshyari and Gary G. Yen}, title = {{Solving constrained optimization using multiple swarm cultural PSO with inter-swarm communication}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, pages = {4126--4133}, publisher = {IEEE Press}, address = {Barcelona, Spain}, month = {July 18--23}, year = {2010} } @article{Daneshyari12, author = {Moayed Daneshyari and Gary G. Yen}, title = {{Constrained Multiple-Swarm Particle Swarm Optimization Within a Cultural Framework}}, journal = {IEEE Transactions on Systems Man and Cybernetics Part A-Systema and Humans}, volume = {42}, number = {2}, pages = {475--490}, month = {March}, year = {2012} } @incollection{Das08, author = {Angan Das and Ranga Vemuri}, title = {{A Self-learning Optimization Technique for Topology Design of Computer Networks}}, booktitle = {Applications of Evolutionary Computing. EvoWorkshops 2008: EvoCOMNET, EvoFIN, EvoHOT, EvoIASP, EvoMUSART, EvoNUM, EvoSTOC, and EvoTransLog}, publisher = {Springer. Lecture Notes in Computer Science Vol. 4974}, editor = {Mario Giacobini et al.}, pages = {38--51}, address = {Naples, Italy}, month = {March}, year = {2008} } @ARTICLE{Das11, author = {Swagatam Das and Ponnuthurai Nagaratnam Suganthan}, title = {{Differential Evolution: A Survey of the State-of-the-Art}}, journal = {IEEE Transactions on Evolutionary Computation}, volume = {15}, number = {1}, pages = {27--54}, month = {February}, year = {2011} } @ARTICLE{daSilva11, author = {Eduardo K. da Silva and Helio J. C. Barbosa and Afonso C. C. Lemonge}, title = {{An Adaptive Constraint Handling Technique for Differential Evolution With Dynamic Use of Variants in Engineering Optimization}}, journal = {Optimization and Engineering}, volume = {12}, number = {1-2}, pages = {31--54}, month = {March}, year = {2011} } @book{Dasgupta97, title = {Evolutionary Algorithms in Engineering Applications}, publisher = {Springer-Verlag}, year = {1997}, editor = {Dipankar Dasgupta and Zbigniew Michalewicz}, pages = {497-514}, address = {Berlin}, key = {Dasgupta, 1997} } @inproceedings{Datta11, author = {Rituparna Datta and Kalyanmoy Deb}, title = {{A Bi-objective Based Hybrid Evolutionary-Classical Algorithm for Handling Equality Constraints}}, booktitle = {Evolutionary Multi-Criterion Optimization, 6th International Conference, EMO 2011}, editor = {Ricardo H.C. Takahashi and Kalyanmoy Deb and Elizabeth F. Wanner and Salvatore Grecco}, pages = {313--327}, publisher = {Springer. Lecture Notes in Computer Science Vol. 6576}, address = {Ouro Preto, Brazil}, month = {April}, year = {2011} } @inproceedings{Datta12, author = {Rituparna Datta and Kalyanmoy Deb}, title = {{An adaptive normalization based constrained handling methodology with hybrid bi-objective and penalty function approach}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {3159--3166}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @inproceedings{Datta12a, author = {Rituparna Datta and Michael S. Bittermann and Kalyanmoy Deb and \"{O}zer Ciftcioglu}, title = {{Probabilistic Constraint Handling in the Framework of Joint Evolutionary-Classical Optimization with Engineering Applications}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {2038--2045}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @inproceedings{Datta13, author = {Rituparna Datta and Kalyanmoy Deb}, title = {{Individual Penalty Based Constraint handling Using a Hybrid Bi-Objective and Penalty Function Approach}}, booktitle = {2013 IEEE Congress on Evolutionary Computation (CEC'2013)}, pages = {2720--2727}, publisher = {IEEE Press}, address = {Canc\'{u}n, M\'{e}xico}, month = {20-23 June}, year = {2013}, note = {ISBN 978-1-4799-0454-9} } @inproceedings{Datta13a, author = {Rituparna Datta and Kalyanmoy Deb and M. Fernanda P. Costa and A. Gaspar-Cunha}, title = {{An Evolutionary Algorithm based Pattern Search Approach for Constrained Optimization}}, booktitle = {2013 IEEE Congress on Evolutionary Computation (CEC'2013)}, pages = {1355--1362}, publisher = {IEEE Press}, address = {Canc\'{u}n, M\'{e}xico}, month = {20-23 June}, year = {2013}, note = {ISBN 978-1-4799-0454-9} } @inproceedings{Datta17, author = {Rituparna Datta and Kalyanmoy Deb and Aviv Segev}, title = {{A Bi-objective Hybrid Constrained Optimization (HyCon) Method Using a Multi-Objective and Penalty Function Approach}}, booktitle = {2017 IEEE Congress on Evolutionary Computation (CEC'2017)}, pages = {317--324}, publisher = {IEEE Press}, address = {San Sebasti\'{a}n, Spain}, month = {June 5-8}, note = {ISBN 978-1-5090-4601-0}, year = {2017} } @inproceedings{Daum07, author = {David A. Daum and Kalyanmoy Deb and J\"{u}rgen Branke}, title = {Reliability-{B}ased {O}ptimization for {M}ultiple {C}ontstraints with {E}volutionary {A}lgorithms}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {911--918}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @inproceedings{Davidor89, author = {Yuval Davidor}, title = {Analogous {C}rossover}, booktitle = {Proceedings of the Third International Conference on Genetic Algorithms (ICGA-89)}, pages = {98--103}, editor = {J. 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Vasilakos and Ankur Mondal}, title = {{Modified Estimation of Distribution Algorithm with Differential Mutation for Constrained Optimization}}, booktitle = {2013 IEEE Congress on Evolutionary Computation (CEC'2013)}, pages = {1724--1731}, publisher = {IEEE Press}, address = {Canc\'{u}n, M\'{e}xico}, month = {20-23 June}, year = {2013}, note = {ISBN 978-1-4799-0454-9} } @article{Deep08, author = {Kusum Deep and Dipti}, title = {A self-organizing migrating genetic algorithm for constrained optimization}, journal = {Applied Mathematics and Computation}, volume = {198}, number = {1}, pages = {237--250}, month = {April 15}, year = {2008} } @inproceedings{DeLaCruz03, author = {J.M. de la Cruz and B. de Andres-Toro and A. Herran and E.B. Porta and P.F. 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Safavi}, title = {Exploring a {F}inancial {P}roduct {M}odel with a {T}wo-{P}opulation {G}enetic {A}lgorithm}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2004 (CEC'2004)}, pages = {855--862}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {June}, year = {2004}, organization = {Portland, Oregon, USA}, volume = {1} } @inproceedings{Kimbrough04a, author = {Steven Orla Kinbrough and Ming Lu and David Harlan Wood}, title = {Exploring the {E}volutionary {D}etails of a {F}easible-{I}nfeasible {T}wo-{P}opulation {GA}}, booktitle = {Proceedings of 8th Parallel Problem Solving From Nature (PPSN VIII)}, pages = {292--301}, editor = {Xin Yao and Edmund Burke and Jos\'{e} A. Lozano and Jim Smith and and Juan J. Merelo-Guerv\'{o}s and John A. Bullinaria and Jonathan Rowe and Peter Ti\v{n}o and Ata Kab\'{a}n and H.-P. 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Yen}, title = {{A Particle Swarm Optimizer for Constrained Multiobjective Optimization}}, booktitle = {Emerging Research on Swarm Intelligence and Algorithm Optimization}, editor = {Yuhui Shi}, pages = {128--159}, publisher = {Information Science Reference}, address = {Hershey, PA, USA}, year = {2015}, note = {ISBN 978-1-4666-6328-2} } @inproceedings{Leung10, author = {K. M. Leung and Xi Zhang}, title = {{Discrete Versus Continuous Parametrization of Bank Credit Rating Systems Optimization Using Differential Evolution}}, booktitle = {Proceedings of the 12th annual conference on Genetic and Evolutionary Computation (GECCO'2010)}, pages = {265--272}, publisher = {ACM Press}, address = {Portland, Oregon, USA}, month = {July 7--11}, year = {2010}, note = {ISBN 978-1-4503-0072-8} } @inproceedings{Leuven15, author = {Joost Leuven and Egdar Reehuis and Michael Emmerich and Thomas B\"{a}ck}, title = {{User-Derived Mutation in Highly Constrained Truck Loading Optimization}}, booktitle = {2015 IEEE Congress on Evolutionary Computation (CEC'2015)}, pages = {235--242}, publisher = {IEEE Press}, address = {Sendai, Japan}, month = {25-28 May}, year = {2015}, note = {ISBN 978-1-4799-7492-4} } @article{Liepins90, author = {G. E. Liepins and Michael D. 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Li and S.H. Leong}, title = {{Kinematics control of redundant manipulators using CMAC neural network combined with genetic algorithms}}, booktitle = {ICOM 2003: International Conference on Mechatronics}, editor = {R. M. Parkin and A. AlHaibeh and M. R. Jackson}, pages = {229--234}, publisher = {Professional Engineering Publishing Ltd}, address = {Loughborough, England}, month = {June 19-20}, year = {2003}, note = {ISBN 978-1-4503-1963-8} } @inproceedings{Li05, author = {Hong Li and Yong-Chang Jiao and Yuping Wang}, title = {Integrating the Simplified Interpolation into the Genetic Algorithm for Constrained Optimization Problems}, booktitle = {Computational Intelligence and Security. International Conference, CIS 2005}, pages = {247--254}, editor = {Yue Hao et al.}, publisher = {Springer-Verlag}, address = {Xi'an, China}, month = {December}, year = {2005}, note = {Lecture Notes in Artificial Intelligence}, volume = {3801} } @incollection{Li05a, author = {Xiangyong Li and Peng Tian and Min Kong}, title = {{A Novel Particle Swarm Optimization for Constrained Optimization Problems}}, booktitle = {AI 2005: Advances in Artificial Intelligence, 18th Australian Joint Conference on Artificial Intelligence}, publisher = {Springer. 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Lecture Notes in Computer Science, Vol. 4490}, address = {Beijing, China}, year = {2007} } @inproceedings{Li07a, author = {Xiang Li and Xi-Ming Liang}, title = {{A hybrid adaptive evolutionary algorithm for constrained optimization}}, booktitle = {2007 Third International Conference on Intelligent Information Hiding and Multimedia Signal Processing}, pages = {338--341}, publisher = {IEEE Computer Society Press}, address = {Kaohsiung, Taiwan}, month = {November 26-28}, year = {2007} } @inproceedings{Li08, author = {Lily D. Li and Xiaodong Li and Xinghuo Yu}, title = {{A Multi-Objective Constraint-Handling Method with PSO Algorithm for Constrained Engineering Optimization Problems}}, booktitle = {2008 Congress on Evolutionary Computation (CEC'2008)}, pages = {1528--1535}, publisher = {IEEE Service Center}, address = {Hong Kong}, month = {June}, year = {2008} } @incollection{Li08a, author = {Hui Li and Xuesong Yan}, title = {{A New Optimization Algorithm for Weight Optimization}}, booktitle = {Advances in Computation and Intelligence, Third International Symposium, ISICA 2008}, editor = {Lishan Kang and Zhihua Cai and Xuesong Yan and Yong Liu}, pages = {723--730}, address = {Wuhan, China}, publisher = {Springer. Lecture Notes in Computer Science Vol. 5370}, month = {December 19-21}, year = {2008} } @inproceedings{Li08b, author = {Lily D. Li and Xiaodong Li and Xinghuo Yu}, title = {{Power Generation Loading Optimization using a Multi-Objective Constraint-Handling Method via PSO Algorithm}}, booktitle = {2008 6th International Conference on Industrial Informatics}, pages = {1530--1535}, publisher = {IEEE Press}, address = {Daejeon, South Korea}, month = {July 13-16}, year = {2008}, note = {ISBN 978-1-4244-2170-1} } @inproceedings{Li09, author = {Ling-po Li and Ling Wang and Ye Xu}, title = {{Differential Evolution with Level Comparison for Constrained Optimization}}, booktitle = {Emerging Intelligent Computing Technology and Applications. With Aspects of Artificial Intelligence, 5th International Conference on Intelligent Computing, ICIC 2009}, editor = {De-Shuang Huang and Kang-Hyun Jo and Hong-Hee Lee and Hee-Jun Kang and Vitoantonio Bevilacqua}, pages = {351--360}, publisher = {Springer, Lecture Notes in Computer Science. Vol. 5755}, address = {Ulsan, South Korea}, month = {September 16-19}, year = {2009} } @inproceedings{Li09a, author = {Jian Li}, title = {{A hybrid differential evolution method for Practical Engineering Problems}}, booktitle = {Proceedings of the 2009 IITA International Conference on Control, Automation and Systems Engineering}, pages = {54--57}, publisher = {IEEE Computer Society Press}, address = {Zhangjiajie, China}, month = {July 11-12}, year = {2009}, note = {ISBN 978-0-7695-3728-3} } @article{Li10, author = {Hong-Shuang Li and Siu-Kiu Au}, title = {{Design optimization using Subset Simulation algorithm}}, journal = {Structural Safety}, volume = {32}, number = {6}, pages = {384--392}, year = {2010} } @INPROCEEDINGS{Li10a, author = {Zhihui Li and J. J. Liang and Xi He And Zhigang Shang}, title = {{Differential evolution with dynamic constraint-handling mechanism}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, year = {2010}, pages = {1899--1906}, address = {Barcelona, Spain}, month = {July 18--23}, publisher = {IEEE Press} } @incollection{Li10b, author = {Xueqiang Li and Zhifeng Hao and Han Huang}, title = {{An Intelligence Model with Max-Min Strategy for Constrained Evolutionary Optimization}}, booktitle = {Swarm, Evolutionary, and Memetic Computing, First International Conference on Swarm, Evolutionary and Memetic Computing, SEMCCO 2010}, editor = {Bijaya Ketan Panigrahi and Swagatam Das and Ponnuthurai Nagaratnam Suganthan and Subhransu Sekhar Dash}, pages = {262--269}, publisher = {Springer-Verlag. 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Qu and J.J. Liang}, title = {{Feature Selection based on Manifold-Learning with Dynamic Constraint-Handling Differential Evolution}}, booktitle = {2014 IEEE Congress on Evolutionary Computation (CEC'2014)}, pages = {332--337}, publisher = {IEEE Press}, address = {Beijing, China}, month = {6-11 July}, year = {2014}, note = {ISBN 978-1-4799-1483-8} } @inproceedings{Li14a, author = {Zhihui Li and Zhigang Shang and B.Y. Qu and J.J. Liang}, title = {{Differential Evolution Strategy based on the Constraint of Fitness Values Classification}}, booktitle = {2014 IEEE Congress on Evolutionary Computation (CEC'2014)}, pages = {1454--1460}, publisher = {IEEE Press}, address = {Beijing, China}, month = {6-11 July}, year = {2014}, note = {ISBN 978-1-4799-1483-8} } @article{Li14b, author = {Xiangtao Li and Minghao Yin}, title = {{Self-adaptive constrained artificial bee colony for constrained numerical optimization}}, journal = {Neural Computing \& Applications}, volume = {24}, number = {3-4}, pages = {723--734}, month = {March}, year = {2014} } @article{Li15, author = {Xiaosheng Li and Guoshan Zhang}, title = {{Minimum penalty for constrained evolutionary optimization}}, journal = {Computational Optimization and Applications}, volume = {60}, number = {2}, pages = {513--544}, month = {March}, year = {2015} } @article{Li16, author = {Mu Dong Li and Hui Zhao and Xing Wei Weng and Tong Han}, title = {{A Novel Nature-Inspired Algorithm for Optimization: Virus Colony Search}}, journal = {Advances in Engineering Software}, volume = {92}, pages = {65--88}, month = {February}, year = {2016} } @inproceedings{Li16a, author = {Jia-Peng Li and Yong Wang and Shengxiang Yang and Zixing Cai}, title = {{A comparative study of constraint-handling techniques in evolutionary constrained multiobjective optimization}}, booktitle = {2016 IEEE Congress on Evolutionary Computation (CEC'2016)}, pages = {4175--4182}, publisher = {IEEE Press}, address = {Vancouver, Canada}, month = {July 24-29}, note = {ISBN 978-1-5090-0623-9}, year = {2016} } @article{Li19, author = {Ke Li and Renzhi Chen and Guangtao Fu and Xin Yao}, title = {{Two-Archive Evolutionary Algorithm for Constrained Multiobjective Optimization}}, journal = {IEEE Transactions on Evolutionary Computation}, volume = {23}, number = {2}, pages = {303--315}, month = {April}, year = {2019} } @article{Liao05, author = {Bo Liao and Rein Luus}, title = {{Comparison of the Luus-Jaakola optimization procedure and the genetic algorithm}}, journal = {Engineering Optimization}, volume = {37}, number = {4}, pages = {381--398}, month = {June}, year = {2005} } @inproceedings{Liang06, author = {J. 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Liang and Shang Zhigang and Li Zhihui}, title = {{Coevolutionary Comprehensive Learning Particle Swarm Optimizer}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, pages = {1505--1512}, publisher = {IEEE Press}, address = {Barcelona, Spain}, month = {July 18--23}, year = {2010} } @inproceedings{Liang14, author = {J.J. Liang and B. Zheng and F.Y. Xu and B.Y. Qu and H. Song}, title = {{Multi-objective Differential Evolution Algorithm Based on Fast Sorting and a Novel Constraints Handling Technique}}, booktitle = {2014 IEEE Congress on Evolutionary Computation (CEC'2014)}, pages = {445--450}, publisher = {IEEE Press}, address = {Beijing, China}, month = {6-11 July}, year = {2014}, note = {ISBN 978-1-4799-1488-3} } @inproceedings{Lim10, author = {Dudy Lim and Yew-Soon Ong and Rachman Setiawan and Muhammad Idris}, title = {{Classifier-assisted constrained evolutionary optimization for automated geometry selection of orthodontic retraction spring}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, pages = {1449--1456}, publisher = {IEEE Press}, address = {Barcelona, Spain}, month = {July 18--23}, year = {2010} } @inproceedings{Lima17, author = {Ricardo Henrique Remes de Lima and Aurora Trinidad Ramirez Pozo}, title = {{A Study on Auto-Configuration of Multi-Objective Particle Swarm Optimization Algorithm}}, booktitle = {2017 IEEE Congress on Evolutionary Computation (CEC'2017)}, pages = {718--725}, publisher = {IEEE Press}, address = {San Sebasti\'{a}n, Spain}, month = {June 5-8}, note = {ISBN 978-1-5090-4601-0}, year = {2017} } @inproceedings{LinH94, author = {Hoi-Shan Lin and Jing Xiao and Zbigniew Michalewicz}, title = {Evolutionary {A}lgorithm for {P}ath {P}lanning in {M}obile {R}obot {E}nvironment}, booktitle = {Proceedings of the First IEEE Conference on Evolutionary Computation (ICEC'94)}, pages = {211--216}, editor = {Z. 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Ali}, title = {{An Effective Hybrid Memetic Algorithm for the Minimum Weight Dominating Set Problem}}, journal = {IEEE Transactions on Evolutionary Computation}, volume = {20}, number = {6}, pages = {892--907}, month = {December}, year = {2016} } @article{Lin19, author = {YueFeng Lin and Wei Du and Wenli Du}, title = {{Multi-Objective Differential Evolution with Dynamic Hybrid Constraint Handling Mechanism}}, journal = {Soft Computing}, number = {12}, pages = {4341--4355}, volume = {23}, month = {June}, year = {2019} } @inproceedings{Ling02, author = {Chen Ling and Sheng Jie and Qin Ling and Chen Hongjian}, title = {A {M}ethod for {S}olving {O}ptmization {P}roblems in {C}ontinuous {S}pace {U}sing {A}nt {C}olony {A}lgorithm}, booktitle = {Proceedings of the Third International Workshop, (ANTS'2002)}, pages = {288--289}, editor = {Marco Dorigo and Gianna Di Caro and Michael Sampels}, publisher = {Springer Verlag}, month = {September}, year = {2002}, note = {Lecture Notes in Computer Science Vol. 2463}, organization = {Brussels, Belgium} } @article{Litinetski98, author = {V.V. Litinetski and B.M. Abramzon}, title = {{Mars - A multistart adaptive random search method for global constrained optimization in engineering applications}}, journal = {Engineering Optimization}, volume = {30}, number = {2}, pages = {125--154}, year = {1998} } @inproceedings{Liu02, author = {Pu Liu and Francis Lau and Michael J. Lewis and Cho-li Wang}, title = {A {N}ew {A}synchronous {P}arallel {E}volutionary {A}lgorithm for {F}unction {O}ptimization}, booktitle = {Proceedings of the 7th Parallel Problem Solving from Nature (PPSN VII)}, pages = {401--410}, editor = {Juan Juli\'{a}n Merelo Guerv\'{o}s and Panagiotis Adamidis and Hans-Georg Beyer and Jos\'{e}-Luis Fern\'{a}ndez-Villaca\mbox{\~{n}}as and Hans-Paul Schwefel}, publisher = {Springer-Verlag}, address = {Heidelberg, Germany}, month = {September}, year = {2002}, note = {Lecture Notes in Computer Science Vol. 2439}, organization = {Granada, Spain} } @inproceedings{Liu03, author = {H.L. Liu and Y.P. Wang}, title = {{Solving constrained optimization problem by a specific-design multiobjective genetic algorithm}}, booktitle = {ICCIMA 2003: Fifth International Conference on Computational Intelligence and Multimedia Applications}, pages = {200--205}, publisher = {IEEE Computer Society Press}, address = {Xian, China}, month = {September 27-30}, year = {2003}, note = {ISBN 0-7695-1957-1} } @inproceedings{Liu06, author = {Jing Liu and Weicai Zhong}, title = {Constrained {O}ptimization {U}sing {O}rganizational {E}volutionary {A}lgorithm}, booktitle = {Simulated Evolution and Learning, 6th International Conference, SEAL 2006, Proceedings}, pages = {302--309}, editor = {Tzai-Der Wang and Xiaodong Li and Shu-Heng Chen and Xufa Wang and Hussein A. Abbass and Hitoshi Iba and Guoliang Chen and Xin Yao}, publisher = {Springer. Lecture Notes in Computer Science Vol. 4247}, address = {Hefei, China}, month = {October}, year = {2006} } @article{Liu07, author = {Jing Liu and Weicai Zhong and Licheng Hao}, title = {An organizational evolutionary algorithm for numerical optimization}, journal = {IEEE Transactions on Systems, Man, and Cybernetics Part B---Cybernetics}, volume = {37}, number = {4}, pages = {1052--1064}, month = {August}, year = {2007} } @inproceedings{Liu07a, author = {Hui Liu and Zixing Cai and Yong Wang}, title = {{A New Constrained Optimization Evolutionary Algorithm by using Good Point Set}}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {1247--1254}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @inproceedings{Liu07b, author = {Bo Liu and Hannan Ma and Xuejun Zhang and Bo Liu and Yan Zhou}, title = {A Memetic Co-Evolutionary Differential Evolution Algorithm for Constrained Optimization}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {2996--3002}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @inproceedings{Liu07c, author = {Bo Liu and Hannan Ma and Xuejun Zhang}, title = {{A Co-evolutionary Differential Evolution Algorithm for Constrained Optimization}}, booktitle = {ICNC 2007: Third International Conference on Natural Computation}, pages = {51--57}, volume = {4}, publisher = {IEEE Computer Society Press}, address = {Haikou, China}, month = {August 24-27}, year = {2007} } @inproceedings{Liu07d, author = {Chun-An Liu}, title = {{New multiobjective PSO algorithm for nonlinear constrained programming problems}}, booktitle = {Proceedings of the International Conference on Intelligent System and Knowledge Engineering (ISKE 2007)}, editor = {Rubin Wang and Enhua Shen and Fanji Gu}, address = {Chendgdu, China}, publisher = {Atlantic Press}, pages = {1168--1168}, month = {October 15-16}, year = {2007}, note = {ISBN 978-90-78677-04-8} } @incollection{Liu08, author = {Chun-An Liu}, title = {{New Multiobjective PSO Algorithm for Nonlinear Constrained Programming Problems}}, booktitle = {Advances in Cognitive Neurodynamics ICCN 2007}, publisher = {Springer}, editor = {Rubin Wang and Fanji Gu and Enhua Shen}, pages = {955--962}, month = {June}, year = {2008} } @incollection{Liu08a, author = {Chun-An Liu}, title = {{New Dynamic Constrained Optimization PSO Algorithm}}, booktitle = {Fourth International Conference on Natural Computation 2008, ICNC'08}, editor = {Maozu Guo and Liang Zhao and Lipo Wang}, publisher = {IEEE Computer Society Press}, address = {Jinan, Shandong, China}, pages = {650--653}, month = {18-20 October}, year = {2008} } @article{Liu09, author = {C. A. Liu and Yunping Wang}, title = {{Multiobjective evolutionary algorithm for dynamic nonlinear constrained optimization problems}}, journal = {Journal of Systems, Engineering and Electronics}, volume = {20}, number = {1}, pages = {204--210}, month = {February}, year = {2009} } @inproceedings{Liu09a, author = {Jinchao Liu and Zhun Fan and Erik D. Goodman}, title = {{SRaDE: An Adaptive Differential Evolution Based on Stochastic Ranking}}, booktitle = {2009 Genetic and Evolutionary Computation Conference (GECCO'2009)}, pages = {1871--1872}, publisher = {ACM Press}, address = {Montreal, Canada}, month = {July 8--12}, year = {2009}, note = {ISBN 978-1-60558-325-9} } @inproceedings{Liu09b, author={Jinchao Liu and Zhun Fan and Erik Goodman}, title={{SRDE: An Improved Differential Evolution Based on Stochastic Ranking}}, booktitle={2009 ACM SIGEVO Summit on Genetic and Evolutionary Computation (GEC'2009)}, pages={345--352}, publisher={ACM Press}, address={Shanghai, China}, month={June 12-14}, year={2009}, note={ISBN 978-1-60558-326-6}, } @inproceedings{Liu09c, author={Ruochen Liu and Yong Li and Wei Zhang and Licheng Jiao}, title={{Stochastic Ranking Based Differential Evolution Algorithm for Constrained Optimization Problem}}, booktitle={2009 ACM SIGEVO Summit on Genetic and Evolutionary Computation (GEC'2009)}, pages={887--890}, publisher={ACM Press}, address={Shanghai, China}, month={June 12-14}, year={2009}, note={ISBN 978-1-60558-326-6}, } @inproceedings{Liu09d, author = {Bo Liu and Francisco V. Fernandez and Peng Gao and Georges Gielen}, title = {{A Fuzzy Selection Based Constraint Handling Method for Multi-objective Optimization of Analog Cells}}, booktitle = {2009 European Conference on Circuit Theory Design}, pages = {611--614}, publisher = {IEEE Press}, address = {Antalya, Turkey}, month = {August 23-27}, year = {2009}, note = {ISBN 978-1-4244-3895-2} } @article{Liu10, author = {Hui Liu and Zixing Cai and Yong Wang}, title = {{Hybridizing particle swarm optimization wth differential evolution for constrained numerical and engineering optimization}}, journal = {Applied Soft Computing}, volume = {10}, number = {2}, pages = {629--640}, month = {March}, year = {2010} } @inproceedings{Liu10a, author = {Yuzhen Liu and Shoufu Li}, title = {{Hybrid Good Point Set Evolutionary Strategy for Constrained Optimization}}, booktitle = {Advanced Intelligent Computing Theories and Applications, 6th International Conference on Intelligent Computing, ICIC 2010}, editor = {De-Shuang Huang and Martin McGinnity and Laurent Heutte and Xiao-Ping Zhang}, pages = {30--39}, address = {Changsha, China}, month = {August 18-21}, year = {2010} } @article{Liu12, author = {Defang Liu and Bochu Wang}, title = {{Biological Swarm Intelligence Based Opportunistic Resource Allocation for Wireless Ad Hoc Networks}}, journal = {Wireless Personal Communications}, volume = {66}, number = {4}, pages = {629--649}, month = {October}, year = {2012} } @incollection{Liu12a, author = {Jing Liu}, title = {{Constrained Layout Optimization in Satellite Cabin Using a Multiagent Genetic Algorithm}}, booktitle = {Simulated Evolution and Learning, 9th International Conference, SEAL 2012}, editor = {Lam Thu Bui and Yew Soon Ong and Nguyen Xuan Hoai and Hisao Ishibuchi and Ponnuthurai Nagaratnam Suganthan}, pages = {440--449}, address = {Hanoi, Vietnam}, publisher = {Springer. Lecture Notes in Computer Science Vol. 7673}, month = {December 16-19}, year = {2012} } @inproceedings{Liu13, author = {Hai-Lin Liu and Dan Wang}, title = {{A Constrained Multiobjective Evolutionary Algorithm based Decomposition and Temporary Register}}, booktitle = {2013 IEEE Congress on Evolutionary Computation (CEC'2013)}, pages = {3058--3063}, publisher = {IEEE Press}, address = {Canc\'{u}n, M\'{e}xico}, month = {20-23 June}, year = {2013}, note = {ISBN 978-1-4799-0454-9} } @inproceedings{Liu13a, author = {Zhenyi Liu and Qing Hui}, title = {{A Numerical Gradient Based Technique and Directed Neighborhood Structure for Constrained Particle Swarm Optimization}}, booktitle = {2013 American Control Conference (ACC'2013)}, pages = {4783--4788}, publisher = {IEEE Press}, address = {Washington, DC, USA}, month = {June 17-19}, year = {2013}, note = {ISBN 978-1-4799-0178-4} } @article{Liu14, author = {Qing Liu and Tomohiro Odaka and Jousuke Kuroiwa and Haruhiko Shirai and Hisakazu Ogura}, title = {{A New Artificial Fish Swarm Algorithm for the Multiple Knapsack Problem}}, journal = {IEICE Transactions on Information and Systems}, volume = {E97D}, number = {3}, pages = {455--468}, month = {March}, year = {2014} } @book{Liu14a, title = {Automated Design of Analog and High-frequency Circuits, A Computational Intelligence Approach}, author = {Bo Liu and Georges Gielen and Francisco V. Fern\'{a}ndez}, publisher = {Springer. Studies in Computational Intelligence Vol. 501}, address = {New York, USA}, year = {2014}, note = {ISBN 978-3-642-39161-3} } @incollection{Liu14b, author = {Bo Liu and Georges Gielen and Francisco V. Fern\'{a}ndez}, title = {{High-Performance Analog IC Sizing: Advanced Constraint Handling and Search Methods}}, booktitle = {Automated Design of Analog and High-frequency Circuits}, editor = {Bo Liu and Georges Gielen and Francisco V. Fern\'{a}ndez}, pages = {41--62}, publisher = {Springer. Studies in Computational Intelligence Vol. 501}, year = {2014}, address = {New York, USA}, note = {ISBN 978-3-642-39161-3} } @inproceedings{Logan94, author = {Thomas D. Logan}, title = {An {E}lectronic {C}ard {P}roduction {L}ine {L}oading {P}rogram- {A}n {E}volutionary {A}lgorithm {I}mplementation}, booktitle = {Proceedings of the First IEEE Conference on Evolutionary Computation (ICEC'94)}, pages = {206--210}, editor = {Z. Michalewicz and J. D. Schaffer and H.-P. 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Alliot and E. Lutton and E. Ronald and M. Schoenauer and D. Snyers}, publisher = {Springer-Verlag}, address = {Heidelberg, Germany}, month = {September}, year = {1995}, note = {Lecture Notes in Computer Science Vol. 1063}, organization = {Brest, France} } @article{Medland11, author = {Anthony John Medland and Jason Matthews}, title = {{The implementation of a direct search approach for the resolution of complex and changing rule-based problems}}, journal = {Engineering With Computers}, volume = {27}, number = {2}, pages = {105--115}, month = {April}, year = {2011} } @article{Mehta12, author = {Vivek Kumar Mehta and Bhaskar Dasgupta}, title = {{A constrained optimization algorithm based on the simplex search method}}, journal = {Engineering Optimization}, volume = {44}, number = {5}, pages = {537--550}, year = {2012}, } @inproceedings{Menchaca09, author = {Adriana Menchaca-Mendez and Carlos A. {Coello Coello}}, title = {{A New Proposal to Hybridize the Nelder-Mead Method to a Differential Evolution Algorithm for Constrained Optimization}}, booktitle = {2009 IEEE Congress on Evolutionary Computation (CEC'2009)}, pages = {2598--2605}, publisher = {IEEE Press}, address = {Trondheim, Norway}, month = {May}, year = {2009} } @incollection{Meng05, author = {Zhiqing Meng and Chuangyin Dang}, title = {{A Hopfiled Neural Network for Nonlinear Constrained Optimization Problems Based on Penalty Function}}, booktitle = {Advances in Neural Networks - ISNN 2005, Second International Symposium on Neural Networks}, publisher = {Springer. Lecture Notes in Computer Science Vol. 3496}, editor = {Jun Wang and Xiaofeng Liao and Zhang Yi}, pages = {712--717}, address = {Chongqing, China}, month = {May 30 - June 1}, year = {2005} } @inproceedings{Merkle03, author = {Laurence D. Merkle and John W. Luiginsland}, title = {Design {O}ptimization for a {N}ovel {C}lass of {H}igh {P}ower {M}icrowave {S}ources}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2003 (CEC'2003)}, pages = {1732--1739}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {December}, year = {2003}, organization = {Canberra, Australia}, volume = {3} } @inproceedings{Mertens04, author = {Koenraad Mertens and Tom Holvoet}, title = {{CSAA}: a {C}onstraint {S}atisfaction {A}nt {A}lgorithm {F}ramework}, booktitle = {Proceedings of the Sixth International Conference on Adaptive Computing in Design and Manufacture (ACDM'2004)}, pages = {285--294}, editor = {I.C. Parmee}, publisher = {Springer-Verlag}, address = {Bristol, UK}, month = {April}, year = {2004}, volume = {6} } @inproceedings{Meyer04, author = {Bernd Meyer and Andreas Ernst}, title = {Integrating {ACO} and {C}onstraint {P}ropagation}, booktitle = {Proceedings of 4th International Workshop on Ant Colony Optimization and Swarm Intelligence (ANTS'2004)}, pages = {166--177}, editor = {Marco Dorigo and Mauro Birattari and Christian Blum and Luca M. Gambardella and Francesco Mondada and Thomas St\"{u}tzle}, publisher = {Springer-Verlag}, address = {Heidelberg, Germany}, month = {September}, year = {2004}, note = {Lecture Notes in Computer Science Vol. 3172}, organization = {Brussels, Belgium} } @inproceedings{Meyer05, author = {Bernd Meyer}, title = {Constraint {H}andling and {S}tochastic {R}anking in {A}{C}{O}}, booktitle = {2005 IEEE Congress on Evolutionary Computation (CEC'2005)}, pages = {2683--2690}, publisher = {IEEE Service Center}, address = {Edinburgh, Scotland}, month = {September}, year = {2005}, volume = {3} } @incollection{Meyer08, author = {Bernd Meyer}, title = {{Hybrids of Constructive Metaheuristics and Constraint Programming: A Case Study with ACO}}, booktitle = {Hybrid Metaheuristics}, publisher = {Springer. Studies in Computational Intelligence, Volume 114}, editor = {Christian Blum and Mar\'{\i}a J. Blesa Aguilera and Andrea Roli and Michael Sampels}, pages = {151--183}, address = {Berlin}, year = {2008} } @MASTERSthesis{Mezura01, author = {Efr\'{e}n Mezura-Montes}, title = {Uso de la {T}\'{e}cnica {M}ultiobjetivo {NPGA} para el {M}anejo de {R}estricciones en {A}lgoritmos {G}en\'{e}ticos}, school = {Universidad Veracruzana}, year = {2001}, address = {Xalapa, M\'{e}xico}, note = {(In Spanish)} } @TECHREPORT{Mezura02, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {A {N}umerical {C}omparison of some {M}ultiobjective-{B}ased {T}echniques to {H}andle {C}onstraints in {G}enetic {A}lgorithms}, institution = {Evolutionary Computation Group at CINVESTAV, Secci\'{o}n de Computaci\'{o}n, Departamento de Ingenier\'{\i}a El\'{e}ctrica, CINVESTAV-IPN}, year = {2002}, number = {EVOCINV-03-2002}, address = {M\'{e}xico D.F., M\'{e}xico}, note = {Available in the List of References on Constraint-Handling Techniques used with Evolutionary Algorithms at http://www.cs.cinvestav.mx/\~{}constraint}, key = {Mezura \& Coello} } @TECHREPORT{Mezura03, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {{O}n the {U}sefulness of the {E}volution {S}trategies {S}elf-{A}daptation {M}echanism to {H}andle {C}onstraints in {G}lobal {O}ptimization}, institution = {Evolutionary Computation Group at CINVESTAV, Secci\'{o}n de Computaci\'{o}n, Departamento de Ingenier\'{\i}a El\'{e}ctrica, CINVESTAV-IPN}, year = {2003}, number = {EVOCINV-01-2003}, address = {M\'{e}xico D.F., M\'{e}xico}, note = {Available in the Constraint Handling Techniques in Evolutionary Algorithms Repository at http://www.cs.cinvestav.mx/\~{}constraint/}, key = {Mezura \& Coello} } @inproceedings{Mezura03a, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello}}, title = {{C}onceptos de {O}ptimizaci\'{o}n {M}ultiobjetivo para el {M}anejo de {R}estricciones en {A}lgoritmos {E}volutivos: {U}n {E}studio {C}omparativo}, booktitle = {Proceedings of the 1st Mexican Conference on Evolutionary Computation (COMCEV 2003)}, pages = {1--12}, editor = {Salvador Botello and Arturo Hern\'{a}ndez and Carlos A. {Coello Coello}}, publisher = {CIMAT, A.C.}, address = {Guanajuato, M\'{e}xico}, month = {May}, year = {2003}, note = {(In spanish)}, organization = {Guanajuato, M\'{e}xico} } @inproceedings{Mezura03b, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {A {S}imple {E}volution {S}trategy to {S}olve {C}onstrained {O}ptimization {P}roblems}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2003)}, pages = {640--641}, editor = {Erick Cant\'{u}-Paz and James A. Foster and Kalyanmoy Deb and Lawrence David Davis and Rajkumar Roy and Una-May O' Reilly and Hans-Georg Beyer and Russell Standish and Graham Kendall and Stewart Wilson and Mark Harman and Joachim Wegener and Dipankar Dasgupta and Mitch A. Potter and Alan C. Schultz and Kathryn A. Dowsland and Natasha Jonoska and Julian Miller}, publisher = {Springer Verlag}, address = {Heidelberg, Germany}, month = {July}, year = {2003}, note = {Lecture Notes in Computer Science Vol. 2723}, organization = {Chicago, Illinois} } @TECHREPORT{Mezura03c, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {A {S}imple {M}ultimembered {E}volution {S}trategy to {S}olve {C}onstrained {O}ptimization {P}roblems}, institution = {Evolutionary Computation Group at CINVESTAV, Secci\'{o}n de Computaci\'{o}n, Departamento de Ingenier\'{\i}a El\'{e}ctrica, CINVESTAV-IPN}, year = {2003}, number = {EVOCINV-04-2003}, address = {M\'{e}xico D.F., M\'{e}xico}, note = {Available in the Constraint Handling Techniques in Evolutionary Algorithms Repository at http://www.cs.cinvestav.mx/\~{}constraint/}, key = {Mezura \& Coello} } @inproceedings{Mezura03d, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {Multiobjective-{B}ased {C}oncepts to {H}andle {C}onstraints in {E}volutionary {A}lgorithms}, booktitle = {Proceedings of the Fourth Mexican International Conference on Computer Science (ENC'2003)}, pages = {192--199}, editor = {Edgar Ch\'{a}vez and Jes\'{u}s Favela and Marcelo Mej\'{\i}a and Alberto Oliart}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA}, month = {September}, year = {2003}, organization = {Apizaco, Tlaxcala, M\'{e}xico} } @inproceedings{Mezura03e, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello}}, title = {Adding a {D}iversity {M}echanism to a {S}imple {E}volution {S}trategy to {S}olve {C}onstrained {O}ptimization {P}roblems}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2003 (CEC'2003)}, pages = {6--13}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {December}, year = {2003}, organization = {Canberra, Australia}, volume = {1} } @inproceedings{Mezura03f, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello} and Ricardo Landa-Becerra}, title = {Engineering {O}ptimization {U}sing a {S}imple {E}volutionary {A}lgorithm}, booktitle = {Proceedings of the Fiftheenth International Conference on Tools with Artificial Intelligence (ICTAI'2003)}, pages = {149--156}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA}, month = {November}, year = {2003}, organization = {Sacramento, California} } @TECHREPORT{Mezura04, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {What {M}akes a {C}onstrained {P}roblem {D}ifficult to {S}olve by an {E}volutionary {A}lgorithm}, institution = {Evolutionary Computation Group at CINVESTAV, Secci\'{o}n de Computaci\'{o}n, Departamento de Ingenier\'{\i}a El\'{e}ctrica, CINVESTAV-IPN}, year = {2004}, number = {EVOCINV-01-2004}, address = {M\'{e}xico D.F., M\'{e}xico}, note = {Available in the Constraint Handling Techniques in Evolutionary Algorithms Repository at http://www.cs.cinvestav.mx/\~{}constraint/} } @inproceedings{Mezura04a, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello} and Edy I. Tun-Morales }, title = {Simple {F}easibility {R}ules and {D}ifferential {E}volution for {C}onstrained {O}ptimization}, booktitle = {Proceedings of the 3rd Mexican International Conference on Artificial Intelligence (MICAI'2004)}, pages = {707--716}, editor = {Ra\'{u}l Monroy and Gustavo Arroyo-Figueroa and Luis Enrique Sucar and Humberto Sossa}, publisher = {Springer Verlag}, address = {Heidelberg, Germany}, month = {April}, year = {2004}, note = {Lecture Notes in Artificial Intelligence No. 2972} } @inproceedings{Mezura04b, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello}}, title = {An {I}mproved {D}iversity {M}echanism for {S}olving {C}onstrained {O}ptimization {P}roblems {U}sing a {M}ultimembered {E}volution {S}trategy}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2004)}, pages = {700--712}, editor = {Kalyanmoy Deb and Riccardo Poli and Wolfgang Banzhaf and Hans-Georg Beyer and Edmund Burke and Paul Darwen and Dipankar Dasgupta and Dario Floreano and James Foster and Mark Harman and Owen Holland and Pier Luca Lanzi and Lee Spector and Andrea Tettamanzi and Dirk Thierens and Andy Tyrrell}, publisher = {Springer Verlag}, address = {Heidelberg, Germany}, month = {June}, year = {2004}, note = {Lecture Notes in Computer Science Vol. 3102}, organization = {Seattle, WA} } @inproceedings{Mezura04c, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello}}, title = {A {S}tudy of {M}echanisms to {H}andle {C}onstraints in {E}volutionary {A}lgorithms}, booktitle = {Graduate Student Workshop at the Genetic and Evolutionary Computation Conference (GECCO'2004)}, editor = {Terry Riopka and Maarten Keijzer}, publisher = {ISGEC}, month = {June}, year = {2004}, organization = {Seattle, Washington, USA} } @PHDthesis{Mezura04d, author = {Efr\'{e}n Mezura-Montes}, title = {Alternative {T}echniques to {H}andle {C}onstraints in {E}volutionary {O}ptimization}, school = {Computer Science Section, Electrical Eng. Department., CINVESTAV-IPN}, year = {2004}, address = {M\'{e}xico City, M\'{e}xico}, month = {December}, key = {Mezura-Montes, 2004} } @article{Mezura05, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello}}, title = {A {S}imple {M}ultimembered {E}volution {S}trategy to {S}olve {C}onstrained {O}ptimization {P}roblems}, journal = {IEEE Transactions on Evolutionary Computation}, volume = {9}, number = {1}, pages = {1--17}, month = {February}, year = {2005} } @inproceedings{Mezura05a, author = {Efr\'{e}n Mezura-Montes and Jes\'{u}s Vel\'{a}zquez-Reyes and Carlos A. Coello Coello}, title = {Promising {I}nfeasibility and {M}ultiple {O}ffspring {I}ncorporated to {D}ifferential {E}volution for {C}onstrained {O}ptimization}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2005)}, pages = {225--232}, editor = {Beyer, H.-G. and O'Reilly, U.-M. and Arnold, D.V. and Banzhaf, W. and Blum, C. and Bonabeau, E.W. and Cant Paz, E. and Dasgupta, D. and Deb, K. and Foste r, J.A. and {de~Jong}, E.D. and Lipson, H. and Llora, X. and Mancoridis, S. and Pelikan, M. and Raidl, G.R. and Soule, T. and Tyrrell, A. and Watson, J.-P. and Zitzler, E.}, publisher = {ACM Press}, address = {New York}, month = {June}, year = {2005}, note = {ISBN 1-59593-010-8}, organization = {Washington DC, USA}, volume = {1} } @incollection{Mezura05b, author = {Efr\'{e}n Mezura-Montes and Arturo Hern\'{a}ndez Aguirre and Carlos A. Coello Coello}, title = {Using {E}volution {S}trategies to {S}olve {C}onstrained {O}ptimization {P}roblems}, booktitle = {Evolutionary Algorithms and Intelligent Tools in Engineering Optimization}, publisher = {WIT Press, CIMNE Barcelona}, editor = {William Annicchiarico, Jacques P\'{e}riaux, Miguel Cerrolaza and Gabriel Winter}, pages = {1--25}, address = {Southhampton, Boston}, year = {2005}, note = {ISBN 1-84564-038-1} } @inproceedings{Mezura05c, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {Use of {M}ultiobjective {O}ptimization {C}oncepts to {H}andle {C}onstraints in {G}enetic {A}lgorithms}, booktitle = {Evolutionary Multiobjective Optimization: Theoretical Advances And Applications}, pages = {229--254}, editor = {Ajith Abraham and Lakhmi Jain and Robert Goldberg}, publisher = {Springer-Verlag}, address = {London}, year = {2005}, note = {ISBN 1-85233-787-7} } @inproceedings{Mezura05d, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {Saving {E}valuations in {D}ifferential {E}volution for {C}onstrained {O}ptimization}, booktitle = {Sixth Mexican International Conference on Computer Science (ENC'05)}, pages = {274--281}, editor = {Vladimir Estivill-Castro and J. Alfredo S\'{a}nchez}, publisher = {IEEE Computer Society Press}, address = {Los Alamitos, California}, month = {September}, year = {2005} } @inproceedings{Mezura05e, author = {Efr\'{e}n Mezura-Montes and Carlos A. Coello Coello}, title = {Identifying {O}n-line {B}ehavior and {S}ome {S}ources of {D}ifficulty in {T}wo {C}ompetitive {A}pproaches for {C}onstrained {O}ptimization}, booktitle = {2005 IEEE Congress on Evolutionary Computation (CEC'2005)}, pages = {1477--1484}, publisher = {IEEE Press}, address = {Edinburgh, Scotland}, month = {September}, year = {2005}, volume = {2} } @inproceedings{Mezura06, author = {Efr\'{e}n Mezura-Montes and Jes\'{u}s Vel\'{a}zquez-Reyes and Carlos A. Coello Coello}, title = {Comparing {D}ifferential {E}volution {M}odels for {G}lobal {O}ptimization}, booktitle = {2006 Genetic and Evolutionary Computation Conference (GECCO'2006)}, pages = {485--492}, month = {July}, year = {2006}, volume = {1} } @inproceedings{Mezura06a, author = {Efr\'{e}n Mezura-Montes and Jes\'{u}s Vel\'{a}zquez-Reyes and Carlos A. Coello Coello}, title = {Modified {D}ifferential {E}volution for {C}onstrained {O}ptimization}, booktitle = {2006 IEEE Congress on Evolutionary Computation (CEC'2006)}, pages = {332--339}, publisher = {IEEE}, address = {Vancouver, BC, Canada}, month = {July}, year = {2006} } @article{Mezura07, author = {E. Mezura-Montes and C.A. {Coello Coello} and J. Vel\'{a}zquez-Reyes and L. Mu\~{n}oz-D\'{a}vila}, title = {Multiple trial vectors in differential evolution for engineering design}, journal = {Engineering Optimization}, volume = {39}, number = {5}, pages = {567--589}, month = {July}, year = {2007} } @inproceedings{Mezura07a, author = {Efr\'{e}n Mezura-Montes and Blanca Cecilia L\'{o}pez-Ram\'{\i}rez}, title = {Comparing Bio-Inspired Algorithms in Constrained Optimization Problems}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {662--669}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @incollection{Mezura08, author = {Efr\'{e}n Mezura-Montes and Luc\'{\i}a Mu\~{n}oz-D\'{a}vila and Carlos A. {Coello Coello}}, title = {A Preliminary Study of Fitness Inheritance in Evolutionary Constrained Optimization}, booktitle = {Nature Inspired Cooperative Strategies for Optimization}, publisher = {Springer}, editor = {Natalio Krasnogor and Giuseppe Nicosia and Mario Pavone and David Pelta}, pages = {1--14}, address = {Berlin}, year = {2008}, note = {ISBN 978-3-540-78986-4} } @book{Mezura09, title = {Constraint-Handling in Evolutionary Optimization}, publisher = {Springer}, year = {2009}, editor = {Efr\'{e}n Mezura-Montes}, address = {Berlin, Germany}, note = {ISBN 978-3-642-00618-0} } @incollection{Mezura09a, author = {Efr\'{e}n Mezura-Montes and Ana Gabriela Palomeque-Ortiz}, title = {{Self-adaptive and Deterministic Parameter Control in Differential Evolution for Constrained Optimization}}, booktitle = {Constraint-Handling in Evolutionary Computation}, editor = {Efr\'{e}n Mezura-Montes}, pages = {95--120}, chapter = {5}, publisher = {Springer. Studies in Computational Intelligence, Volume 198}, address = {Berlin}, year = {2009}, note = {ISBN 978-3-642-00618-0} } @inproceedings{Mezura09b, author = {Efr\'{e}n Mezura-Montes and Ana Gabriela Palomeque-Ortiz}, title = {{Parameter Control in Differential Evolution for Constrained Optimization}}, booktitle = {2009 IEEE Congress on Evolutionary Computation (CEC'2009)}, address = {Trondheim, Norway}, publisher = {IEEE Service Center}, pages = {1375--1382}, month = {May}, year = {2009} } @incollection{Mezura09c, author = {Efr\'{e}n Mezura-Montes and Jorge Isacc Flores-Mendoza}, title = {{Improved Particle Swarm Optimization in Constrained Numerical Search Spaces}}, booktitle = {Nature-Inspired Algorithms for Optimisation}, editor = {Raymond Chiong}, pages = {299--332}, publisher = {Springer}, address = {Berlin}, year = {2009}, note = {ISBN 978-3-642-00266-3} } @article{Mezura10, author = {Efren Mezura-Montes and Mariana Edith Miranda-Varela and Rubi del Carmen Gomez-Ramon}, title = {{Differential evolution in constrained numerical optimization: An empirical study}}, journal = {Information Sciences}, volume = {180}, number = {22}, pages = {4223--4262}, month = {November 15}, year = {2010} } @INPROCEEDINGS{Mezura10a, author = {Efr\'{e}n Menzura Montes and Ramiro Ernesto Velez Koeppel}, title = {{Elitist Artificial Bee Colony for constrained real-parameter optimization}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, year = {2010}, pages = {2068--2075}, address = {Barcelona, Spain}, month = {July 18--23}, publisher = {IEEE Press} } @INPROCEEDINGS{Mezura10b, author = {Efr\'{e}n {Mezura-Montes} and Mauricio {Dami\'{a}n-Araoz} and Omar {Cetina-Dom\'{i}nguez}}, title = {{Smart flight and dynamic tolerances in the artificial bee colony for constrained optimization}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, pages = {4118--4125}, publisher = {IEEE Press}, address = {Barcelona, Spain}, month = {July 18--23}, year = {2010} } @article{Mezura11, author = {Efr\'{e}n Mezura-Montes and Carlos A. {Coello Coello}}, title = {{Constraint-Handling in Nature-Inspired Numerical Optimization: Past, Present and Future}}, journal = {Swarm and Evolutionary Computation}, volume = {1}, number = {4}, pages = {173--194}, month = {December}, year = {2011} } @article{Mezura12, author = {Efr\'{e}n Mezura-Montes and Omar Cetina-Dom\'{\i}nguez}, title = {{Empirical analysis of a modified Artificial Bee Colony for constrained numerical optimization}}, journal = {Applied Mathematics and Computation}, volume = {218}, number = {22}, pages = {10943--10973}, month = {July 15}, year = {2012}, } @inproceedings{Mezura12a, author = {Efr\'{e}n Mezura-Montes and Elyar A. L\'{o}pez-D\'{a}vila}, title = {{Adaptation and Local Search in the Modified Bacterial Foraging Algorithm for Constrained Optimization}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {497--504}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @article{Mezura14, author = {Efr\'{e}n Mezura-Montes and Edgar A. Portilla-Flores and Betania Hern\'{a}ndez-Oca\~{n}a}, title = {{Optimum synthesis of a four-bar mechanism using the modified bacterial foraging algorithm}}, journal = {International Journal of Systems Science}, volume = {45}, number = {5}, pages = {1080--1100}, month = {May 4}, year = {2014} } @inproceedings{Michalewicz91, author = {Zbigniew Michalewicz and Cezary Z. Janikow}, title = {Handling {C}onstraints in {G}enetic {A}lgorithms}, booktitle = {Proceedings of the Fourth International Conference on Genetic Algorithms (ICGA-91)}, pages = {151--157}, editor = {R. K. Belew and L. B. booker}, publisher = {Morgan Kaufmann Publishers}, address = {San Mateo, California}, year = {1991}, key = {Michalewicz \& Janikow, 1991}, organization = {University of California, San Diego} } @inproceedings{Michalewicz94, author = {Zbigniew Michalewicz and Naguib F. Attia}, title = {Evolutionary {O}ptimization of {C}onstrained {P}roblems}, booktitle = {Proceedings of the 3rd Annual Conference on Evolutionary Programming}, pages = {98--108}, publisher = {World Scientific}, year = {1994}, key = {Michelewicz and Attia, 1994} } @incollection{Michalewicz94a, author = {Zbigniew Michalewicz and Jaroslaw Arabas}, title = {{Genetic algorithms for the 0/1 knapsack problem}}, booktitle = {Methodologies for Intelligent Systems, 8th International Symposium, (ISMIS '94)}, editor = {Zbigniew W. Ras and Maria Zemankova}, pages = {134--143}, publisher = {Springer. Lecture Notes in Computer Science, Vol. 869}, address = {Charlotte, North Carolina, USA}, year = {1994} } @inproceedings{Michalewicz95, author = {Zbigniew Michalewicz}, title = {Genetic {A}lgorithms, {N}umerical {O}ptimization, and {C}onstraints}, booktitle = {Proceedings of the Sixth International Conference on Genetic Algorithms (ICGA-95)}, pages = {151-158}, editor = {Larry J. Eshelman}, publisher = {Morgan Kaufmann Publishers}, address = {San Mateo, California}, month = {July}, year = {1995}, key = {Michalewicz, 1995}, organization = {University of Pittsburgh} } @inproceedings{Michalewicz95a, author = {Zbigniew Michalewicz and G. Nazhiyath}, title = {Genocop {III}: {A} co-evolutionary algorithm for numerical optimization with nonlinear constraints}, booktitle = {Proceedings of the Second IEEE International Conference on Evolutionary Computation}, pages = {647-651}, editor = {David B. Fogel}, publisher = {IEEE Press}, address = {Piscataway, New Jersey}, year = {1995}, key = {Michalewicz \& Nazhiyath, 1995a} } @inproceedings{Michalewicz95b, author = {Zbigniew Michalewicz and Jing Xiao}, title = {Evaluation of {P}aths in {E}volutionary {P}lanner/{N}avigator}, booktitle = {Proceedings of the 1995 International Workshop on Biologically Inspired Evolutionary Systems}, pages = {45--52}, address = {Tokyo, Japan}, month = {May}, year = {1995}, key = {Michalewicz \& Xiao, 1995} } @incollection{Michalewicz95c, author = {Zbigniew Michalewicz}, title = {A {S}urvey of {C}onstraint {H}andling {T}echniques in {E}volutionary {C}omputation {M}ethods}, booktitle = {Proceedings of the 4th Annual Conference on Evolutionary Programming}, publisher = {The MIT Press}, editor = {J. R. McDonnell and R. G. Reynolds and D. B. Fogel}, pages = {135--155}, address = {Cambridge, Massachusetts}, year = {1995}, key = {Michalewicz, 1995c} } @book{Michalewicz96, title = {Genetic Algorithms + Data Structures = Evolution Programs}, publisher = {Springer-Verlag}, year = {1996}, author = {Zbigniew Michalewicz}, edition = {Third}, key = {Michalewicz, 1996} } @article{Michalewicz96a, author = {Zbigniew Michalewicz and Marc Schoenauer}, title = {Evolutionary {A}lgorithms for {C}onstrained {P}arameter {O}ptimization {P}roblems}, journal = {Evolutionary Computation}, volume = {4}, number = {1}, pages = {1-32}, year = {1996}, key = {Michalewicz \& Schoenauer, 1996a} } @article{Michalewicz96b, author = {Zbigniew Michalewicz and Dipankar Dasgupta and R. Le Riche and Marc Schoenauer}, title = {Evolutionary Algorithms for Constrained Engineering Problems}, journal = {Computers \& Industrial Engineering Journal}, volume = {30}, number = {4}, pages = {851-870}, month = {September}, year = {1996}, key = {Michelewicz and Schoenauer, 1996}, publisher = {World Scientific} } @incollection{Michalewicz99, author = {Z. Michalewicz and K. Deb and M. Schmidt and Th. Stidsen}, title = {Evolutionary {A}lgorithms for {E}ngineering {A}pplications}, booktitle = {Evolutionary Algorithms in Engineering and Computer Science}, publisher = {John Wiley and Sons}, editor = {K. Miettinen and P. Neittaanm\"{a}ki and M. M. M\"{a}kel\"{a} and J. P\'{e}riaux}, pages = {73--94}, address = {Chichester, England}, year = {1999}, key = {Michalewicz et al., 1999} } @inproceedings{Michalewicz99a, author = {Zbigniew Michalewicz and Kalyanmoy Deb and Martin Schmidt and Thomas J. Stidsen}, title = {Towards {U}nderstanding {C}onstraint-{H}andling {M}ethods in {E}volutionary {A}lgorithms}, booktitle = {1999 Congress on Evolutionary Computation}, pages = {581--588}, publisher = {IEEE Service Center}, address = {Washington, D.C.}, month = {July}, year = {1999}, key = {Michalewicz, 1999a} } @article{Michalewicz00, author = {Zbigniew Michalewicz and Kalyanmoy Deb and Martin Schmidt and Thomas Stidsen}, title = {Test-{C}ase {G}enerator for {N}onlinear {C}ontinuous {P}arameter {O}ptimization {T}echniques}, journal = {IEEE Transactions on Evolutionary Computation}, volume = {4}, number = {3}, pages = {197--215}, month = {September}, year = {2000} } @incollection{Michalewicz02, author = {Zbigniew Michalewicz and Martin Schmidt}, title = {Evolutionary Algorithms and Constrained Optimization}, booktitle = {Evolutionary Optimization}, publisher = {Kluwer Academic Publishers}, editor = {Ruhul Sarker and Masoud Mohammadian and Xin Yao}, pages = {57--86}, address = {New York}, month = {February}, year = {2002}, note = {ISBN 0-7923-7654-4} } @incollection{Michalewicz03, author = {Zbigniew Michalewicz and Martin Schmidt}, title = {{TCG}-2: {A} {T}est-{C}ase {G}enerator for {N}on-linear {P}arameter {O}ptimisation {T}echniques}, booktitle = {Advances in Evolutionary Computing, Theory and Applications}, publisher = {Springer}, editor = {Ashish Ghosh and Shigeyoshi Tsutsui}, pages = {193-212}, address = {Heidelberg, Germany}, year = {2003}, key = {Michalewicz \& Schmidt, 2003} } @incollection{Michalewicz05, author = {Zbigniew Michalewicz}, title = {Evolutionary {A}lgorithms in {E}ngineering {O}ptimization}, booktitle = {Evolutionary Algorithms and Intelligent Tools in Engineering Optimization}, publisher = {WIT Press, CIMNE Barcelona}, editor = {William Annicchiarico and Jacques P\'{e}riaux and Miguel Cerrolaza and Gabriel Winter}, pages = {26--51}, address = {Southampton, Boston}, year = {2005}, note = {ISBN 1-84564-038-1} } @inproceedings{Michelitsch07, author = {T. Michelitsch and T. Wagner and D. Biermann and C. Hoffman}, title = {Designing Memetic Algorithms for Real-World Applications Using Self-Impossed Constraints}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {3050--3057}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @TECHREPORT{Miettinen99, author = {K. Miettinen and M. M. M\"{a}kel\"{a} and J. M\"{a}kinen}, title = {{H}andling {C}onstraints with {P}enalty {T}echniques in {G}enetic {A}lgorithms - {A} {N}umerical {C}omparison}, institution = {University of Jyv\"{a}skyl\"{a}}, year = {1999}, number = {B10/1999}, address = {Department of Mathematical Information Technology, Series B, Scientific Computing} } @article{Miettinen03, author = {K. Miettinen and M.M. Makela and J. Toivanen}, title = {Numerical comparison of some penalty-based constraint handling techniques in genetic algorithms}, journal = {Journal of Global Optimization}, volume = {27}, number = {4}, pages = {427--446}, month = {December}, year = {2003} } @article{Miguel12, author = {Leticia Fleck Fadel Miguel and Leandro Fleck Fadel Miguel}, title = {{Shape and size optimization of truss structures considering dynamic constraints through modern metaheuristic algorithms}}, journal = {Expert Systems with Applications}, volume = {39}, number = {10}, pages = {9458--9467}, month = {August}, year = {2012}, } @inproceedings{Mitchell00, author = {George G. Mitchell and Diarmuid O'Donoghue and Adrian Trenaman}, title = {{A New Operator for Efficient Evolutionary Solutions to the Travelling Salesman Problem}}, booktitle = {Applied Informatics}, publisher = {IASTED Press}, address = {Innsbruck, Austria}, pages = {98--103}, year = {2000} } @inproceedings{Mitchell03, author = {George G. Mitchell and Diarmuid O'Donoghue and David Barnes and Mark McCarville}, title = {{GeneRepair- A Repair Operator for Genetic Algorithms}}, booktitle = {2003 Genetic and Evolutionary Computation Conference Late Breaking Papers}, pages = {235--239}, address = {Chicago, USA}, month = {July 12-16}, year = {2013} } @PHDthesis{Mitchell07, author = {George G. Mitchell}, title = {Evolutionary Computation Applied to Combinatorial Optimisation Problems}, school = {School of Electronic Engineering, Dublin City University}, year = {2007}, month = {September} } @article{Mirjalili14, author = {Seyedali Mirjalili and Andrew Lewis}, title = {{Adaptive gbest-guided gravitational search algorithm}}, journal = {Neural Computing \& Applications}, volume = {25}, number = {7-8}, pages = {1569--1584}, month = {December}, year = {2014} } @inproceedings{Miyakawa15, author = {Minami Miyakawa and Keiki Takadama and Hiroyuki Sato}, title = {{Control of Variable Exchange Probability for Directed Mating in Evolutionary Constrained Multi-objective Continuous Optimization}}, booktitle = {2015 3rd International Symposium on Computational and Business Intelligence (ISCBI 2015)}, pages = {89--94}, publisher = {IEEE Press}, address = {Bali, Indonesia}, month = {7-9 December}, year = {2015}, note = {ISBN 978-1-4673-8501-5} } @article{Miyakawa16, author = {Minami Miyakawa and Keiki Takadama and Hiroyuki Sato}, title = {{Controlling Selection Areas of Useful Infeasible Solutions for Directed Mating in Evolutionary Constrained Multi-Objective Optimization}}, journal = {Annals of Mathematics and Artificial Intelligence}, volume = {76}, number = {1-2}, pages = {25--46}, month = {February}, year = {2016} } @article{Modares11, author = {Hamidreza Modares and Mohammad-Bagher Naghibi Sistani}, title = {{Solving nonlinear optimal control problems using a hybrid IPSO-SQP algorithm}}, journal = {Engineering Applications of Artificial Intelligence}, volume = {24}, number = {3}, pages = {476--484}, month = {April}, year = {2011} } @INPROCEEDINGS{Mohais10, author = {Arvind Mohais and Maksud Ibrahimov and Sven Schellenberg and Neal Wagner and Zbigniew Michalewics}, title = {{Time-varying constraints and other practical problems in real-world scheduling applications}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, pages = {4379--4386}, publisher = {IEEE Press}, address = {Barcelona, Spain}, month = {July 18--23}, year = {2010} } @inproceedings{Mohais12, author = {Arvid Mohais and Sven Schellenberg and Maksud Ibrahimov and Neal Wagner and Zbigniew Michaelwicz}, title = {{An Evolutionary Approach to Practical Constraints in Scheduling: A Case-Study of the Wine Bottling Problem}}, booktitle = {Variants of Evolutionary Algorithms for Real-World Applications}, editor = {Raymond Chiong and Thomas Weise and Zbigniew Michalewicz}, pages = {31--58}, address = {Berlin}, year = {2012} } @article{Mohamed12, author = {Ali Wagdy Mohamed and Hegazy Zaher Sabry}, title = {{Constrained optimization based on modified differential evolution algorithm}}, journal = {Information Sciences}, volume = {194}, pages = {171--208}, month = {July 1}, year = {2012} } @article{Mohemmed10, author = {Ammar W. Mohemmed and Nirod Chandra Sahoo and Tan Kim Geok}, title = {{Hybrid co-evolutionary particle swarm optimization and noising metaheuristics for the delay constrained least cost path problem}}, journal = {Journal of Heuristics}, volume = {16}, number = {4}, pages = {593--616}, month = {August}, year = {2010} } @inproceedings{Monson05, author = {Christopher K. Monson and Kevin D. Seppi}, title = {Linear {E}quality {C}onstraints and {H}omomorphous {M}appings in {PSO}}, booktitle = {2005 IEEE Congress on Evolutionary Computation (CEC'2005)}, pages = {73--80}, publisher = {IEEE Service Center}, address = {Edinburgh, Scotland}, month = {September}, year = {2005}, volume = {1} } @PHDthesis{Monson06, author = {Christopher Kenneth Monson}, title = {No Free Lunch, Bayesian Inference, and Utility: A Decision-Theoretic Approach to Optimization}, school = {Department of Computer Science, Brigham Young University}, year = {2006}, address = {USA}, month = {August} } @incollection{Montana08, author = {Jos\'{e} Luis Monta{\~n}a and C\'{e}sar Luis Alonso and Stefano Cagnoni and Mar Callau}, title = {{Computing Surrogate Constraints for Multidimensional Knapsack Problems Using Evolution Strategies}}, booktitle = {Applications of Evolutionary Computing. EvoWorkshops 2008: EvoCOMNET, EvoFIN, EvoHOT, EvoIASP, EvoMUSART, EvoNUM, EvoSTOC, and EvoTransLog}, publisher = {Springer. Lecture Notes in Computer Science Vol. 4974}, editor = {Mario Giacobini et al.}, pages = {555--564}, address = {Naples, Italy}, month = {March}, year = {2008} } @article{Montemurro13, author = {Marco Montemurro and Angela Vincenti and Paolo Vannucci}, title = {{The Automatic Dynamic Penalisation method (ADP) for handling constraints with genetic algorithms}}, journal = {Computer Methods in Applied Mechanics and Engineering}, volume = {256}, pages = {70--87}, month = {April 1}, year = {2013} } @inproceedings{MoreauGiraud99, author = {Laurence Moreau-Giraud and Pascal Lafon}, title = {A {H}ybrid {E}volution {S}trategy for {M}ixed {D}iscrete {C}ontinuous {C}onstrained {P}roblems}, booktitle = {Proceedings of the 4th European Conference on Artificial Evolution (AE 1999)}, pages = {123--135}, editor = {Cyril Fonlupt and Jin-Kao Hao and Evelyne Lutton and Edmund Ronald and Marc Schoenauer}, publisher = {Springer-Verlag}, address = {Heidelberg, Germany}, month = {November}, year = {1999}, note = {Lecture Notes in Computer Science Vol. 1829}, organization = {Dunkerque, France} } @article{Morin11, author = {Alexandre Morin and Per Eilif Wahl and Mona Molnvik}, title = {{Using evolutionary search to optimise the energy consumption for natural gas liquefaction}}, journal = {Chemical Engineering Research \& Design}, volume = {89}, number = {11A}, pages = {2428--2441}, month = {November}, year = {2011} } @article{Mozaffari12, author = {Ahmad Mozaffari and Mofid Gorji-Bandpy and Tahereh B. Gorji}, title = {{Optimal design of constraint engineering systems: application of mutable smart bee algorithm}}, journal = {International Journal of Bio-Inspired Computation}, volume = {4}, number = {3}, pages = {167--180}, year = {2012}, } @inproceedings{Mu03, author = {Sheng-jing Mu and Hong-ye Su and Jian Cbu}, title = {An infeasibility degree selection based genetic algorithms for constrained optimization problems}, booktitle = {2003 IEEE International Conference on Systems, Man and Cybernetics}, pages = {1950--1954}, publisher = {IEEE Press}, address = {Washington, DC, USA}, year = {2003}, volume = {2} } @inproceedings{Muc02, author = {A. Muc and W. Gurba and P. Kedziora}, title = {The effectiveness of probabilistic algorithms in shape and topology discrete optimization of 2-{D} composite structures}, booktitle = {IUTAM Symposium on Evolutionary Methods in Mechanics}, pages = {57--58}, month = {September}, year = {2002}, organization = {Cracow, Poland} } @incollection{Muhlenbein92, author = {Heinz M\"{u}hlenbein}, title = {Parallel {G}enetic {A}lgorithms in {C}ombinatorial {O}ptimization}, booktitle = {Computer Science and Operations Research}, publisher = {Pergamon Press}, editor = {O. Balci and R. Sharda and S. 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Villa Diharce}, title = {Constrained {O}ptimization via {P}article {E}volutionary {S}warm {O}ptimization {A}lgorithm ({PESO})}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2005)}, pages = {209--216}, editor = {Beyer, H.-G. and O'Reilly, U.-M. and Arnold, D.V. and Banzhaf, W. and Blum, C. and Bonabeau, E.W. and Cant Paz, E. and Dasgupta, D. and Deb, K. and Foste r, J.A. and {de~Jong}, E.D. and Lipson, H. and Llora, X. and Mancoridis, S. and Pelikan, M. and Raidl, G.R. and Soule, T. and Tyrrell, A. and Watson, J.-P. and Zitzler, E.}, publisher = {ACM Press}, address = {New York}, month = {June}, year = {2005}, note = {ISBN 1-59593-010-8}, organization = {Washington DC, USA}, volume = {1} } @inproceedings{Munoz05a, author = {Angel-E. {Mu\~{n}oz-Zavala} and Arturo Hern\'{a}ndez Aguirre and Enrique R. Villa Diharce}, title = {Particle {E}volutionary {S}warm {O}ptimization {A}lgorithm {(PESO)}}, booktitle = {Sixth Mexican International Conference on Computer Science (ENC'05)}, pages = {282--289}, editor = {Vladimir Estivill-Castro and J. Alfredo S\'{a}nchez}, publisher = { IEEE Computer Society Press}, address = {Los Alamitos, California}, month = {September}, year = {2005} } @inproceedings{Munoz05b, author = {Angel-E. {Mu\~{n}oz-Zavala} and Arturo Hern\'{a}ndez Aguirre and Enrique R. Villa Diharce}, title = {Particle {E}volutionary {S}warm {O}ptimization with {L}inearly {D}ecreasing $\epsilon$-{T}olerance}, booktitle = {MICAI 2005: Advances in Artificial Intelligence}, pages = {641--651}, editor = {Alexander Gelbukh and \'{A}lvaro de Albornoz and Hugo Terashima-Mar\'{\i}n}, publisher = {Springer}, address = {Monterrey, M\'{e}xico}, month = {November}, year = {2005}, note = {Lecture Notes in Artificial Intelligence Vol. 3789,} } @inproceedings{Munoz06, author = {Angel E. 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Fer\'{a}ndez}, title = {{An algorithm for a class of real-life multi-objective optimization problems with a sweeping objective}}, booktitle = {2017 IEEE Congress on Evolutionary Computation (CEC'2017)}, pages = {734--740}, publisher = {IEEE Press}, address = {San Sebasti\'{a}n, Spain}, month = {June 5-8}, note = {ISBN 978-1-5090-4601-0}, year = {2017} } @ARTICLE{Paszkowicz09, author = {W. Paszkowicz}, title = {{Properties of a genetic algorithm equipped with a dynamic penalty}}, journal = {Computational Materials Science}, volume = {45}, number = {1}, pages = {77--83}, month = {March}, year = {2009} } @inproceedings{Peconick07, author = {Gustavo Peconick and Elizabeth F. Wanner and Ricardo H. C. 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Sergienko and Eugene S. Semenkin}, title = {{Competitive cooperation for strategy adaptation in coevolutionary genetic algorithm for constrained optimization}}, booktitle = {2010 IEEE Congress on Evolutionary Computation (CEC'2010)}, year = {2010}, pages = {1626--1631}, address = {Barcelona, Spain}, month = {July 18--23}, publisher = {IEEE Press} } @inproceedings{Setayesh11, author = {Mahdi Setayesh and Mengjie Zhang and Mark Johnston}, title = {{Detection of Continuous, Smooth and Thin Edges in Noisy Images using Constrained Particle Swarm Optimisation}}, booktitle = {2011 Genetic and Evolutionary Computation Conference (GECCO'2011)}, pages = {45--52}, publisher = {ACM Press}, address = {Dublin, Ireland}, month = {July 12-16}, year = {2011} } @inproceedings{Setayesh12, author = {Mahdi Setayesh and Mengjie Zhang and Mark Johnston}, title = {{Edge Detection Using Constrained Discrete Particle Swarm Optimisation in Noisy Images}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {246--253}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @inproceedings{Shalom09, author = {Rafi Shalom and Mireille Avigal and Ron Unger}, title = {{A Conflict Based SAW Method for Constraint Satisfaction Problems}}, booktitle = {2009 IEEE Congress on Evolutionary Computation (CEC'2009)}, address = {Trondheim, Norway}, publisher = {IEEE Service Center}, pages = {373--380}, month = {May}, year = {2009} } @article{Shang09, author = {Wanfeng Shang and Shengdun Zhao and Yajing Shen}, title = {{A flexible tolerance genetic algorithm for optimal problems with nonlinear equality constraints}}, journal = {Advanced Engineering Informatics}, volume = {23}, number = {3}, pages = {253--264}, month = {July}, year = {2009} } @inproceedings{Shang15, author = {Ronghua Shang and Licheng Jiao and Hao Xu and Yangyang Li}, title = {{Quantum Immune Clone for Solving Constrained Multi-Objective Optimization}}, booktitle = {2015 IEEE Congress on Evolutionary Computation (CEC'2015)}, pages = {3049--3056}, publisher = {IEEE Press}, address = {Sendai, Japan}, month = {25-28 May}, year = {2015}, note = {ISBN 978-1-4799-7492-4} } @inproceedings{Sharma13, author = {Deepak Sharma and Prem Soren}, title = {{Infeasibility Driven Approach for Bi-objective Evolutionary Optimization}}, booktitle = {2013 IEEE Congress on Evolutionary Computation (CEC'2013)}, pages = {868--875}, publisher = {IEEE Press}, address = {Canc\'{u}n, M\'{e}xico}, month = {June 20-23}, year = {2013}, note = {ISBN 978-1-4799-0454-9} } @incollection{Sharma13a, author = {Shivom Sharma and Gade Pandu Rangaiah}, title = {{Improved Constraint Handling Technique for Multi-Objective Optimization with Application to Two Fermentation Processes}}, booktitle = {Multi-Objective Optimization in Chemical Engineering: Developments and Applications}, editor = {Gade Pandu Rangaiah and Adri\'{a}n Bonilla-Petriciolet}, chapter = {5}, pages = {129--156}, publisher = {John Wiley \& Sons}, month = {May}, year = {2013}, note = {ISBN 978-1-118-34166-7} } @inproceedings{Sharma15, author = {Anuraganand Sharma}, title = {{Analysis of Evolutionary Operators for ICHEA in Solving Constraint Optimization Problems}}, booktitle = {2015 IEEE Congress on Evolutionary Computation (CEC'2015)}, pages = {46--53}, publisher = {IEEE Press}, address = {Sendai, Japan}, month = {25-28 May}, year = {2015}, note = {ISBN 978-1-4799-7492-4} } @article{Shen09, author = {Hai Shen and Yunlong Zhu and Ben Niu and Q.H. 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Tai}, title = {{Optimization of Structures Under Load Uncertainties Based on Hybrid Genetic Algorithm}}, booktitle = {2008 Congress on Evolutionary Computation (CEC'2008)}, pages = {4040--4045}, publisher = {IEEE Service Center}, address = {Hong Kong}, month = {June}, year = {2008} } @article{Wang08b, author = {Jinhua Wang and Zeyong Yin}, title = {{A ranking selection-based particle swarm optimizer for engineering design optimization problems}}, journal = {Structural and Multidisciplinary Optimization}, volume = {37}, number = {2}, pages = {131--147}, month = {December}, year = {2008} } @article{Wang09, author = {Yong Wang and Zixing Cai and Yuren Zhou and Zhun Fan}, title = {Constrained optimization based on hybrid evolutionary algorithm and adaptive constraint-handling technique}, journal = {Structural and Multidisciplinary Optimization}, volume = {37}, number = {4}, pages = {395--413}, month = {January}, year = {2009} } @article{Wang09a, author = {Yong Wang and Zixing Cai}, title = {{A hybrid multi-swarm particle swarm optimization to solve constrained optimization problems}}, journal = {Frontiers of Computer Science in China}, volume = {3}, number = {1}, pages = {38--52}, month = {March}, year = {2009} } @article{Wang09b, author = {Yong Wang and Zixing Cai and Yuren Zhou}, title = {{Accelerating adaptive trade-off model using shrinking space technique for constrained evolutionary optimization}}, journal = {International Journal for Numerical Methods in Engineering}, volume = {77}, number = {11}, pages = {1501--1534}, month = {March}, year = {2009} } @inproceedings{Wang09c, author = {Wanliang Wang and Huixu Teng and Zheng Wang and Yanwei Zhao}, title = {{Model for Planning Problem Of Diaphragm Caustic Soda and Its Approach Based on Particle Swarm Optimization Algorithm}}, booktitle = {Proceedings of the 13th International Conference on Computers Supported Cooperative Work in Design (CSCWD'2009)}, pages = {56--61}, editor = {Marcos R. 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Zao and Martin Hornansky and Pei-lun Diao}, title = {{Design of Optimal Short-Length LT Codes Using Evolution Strategies}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {326--334}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @inproceedings{Zeng02, author = {S.Y. Zeng and L.X. Ding and L.S. Kang}, title = {{An evolutionary algorithm of contracting search space based on partial ordering relation for constrained optimization problems}}, booktitle = {Fifth International Conference on Algorithms and Architectures for Parallel Processing}, editor = {W. Zhou and X.B. Chi and A. Goscinski and G.J. Li}, pages = {76--81}, publisher = {IEEE Computer Society Press}, address = {Beijing, China}, month = {October 23-25}, year = {2002}, note = {ISBN 0-7695-1512-6} } @inproceedings{Zeng07, author = {Sanyou Zeng and Hui Shi and Hui Li and Guang Chen and Lixin Ding and Lishan Kang}, title = {A {L}ower-dimensional-{S}earch {E}volutionary {A}lgorithm and {I}ts {A}pplication in {C}onstrained {O}ptimization {P}roblem}, booktitle = {2007 IEEE Congress on Evolutionary Computation (CEC'2007)}, pages = {1255--1260}, publisher = {IEEE Press}, address = {Singapore}, month = {September}, year = {2007} } @article{Zeng09, author = {Sanyou Zeng and Yang Yang and Yulong Shi and Xianqiang Yang and Bo Xiao and Song Gao and Danping Yu and Zu Yan}, title = {{A micro niche evolutionary algorithm with lower-dimensional-search crossover for optimisation problems with constraints}}, journal = {International Journal of Bio-Inspired Computation}, volume = {1}, number = {3}, pages = {177--185}, year = {2009}, } @inproceedings{Zeng11, author = {Sanyou Zeng and Shizhong Chen and Jiang Zhao and Aimin Zhou and Zhengjun Li and Hongyong Jing}, title = {{Dynamic Constrained Multi-objective Model for Solving Constrained Optimization Problem}}, booktitle = {2011 IEEE Congress on Evolutionary Computation (CEC'2011)}, pages = {2041--2046}, publisher = {IEEE Service Center}, address = {New Orleans, Louisiana, USA}, month = {5-8 June}, year = {2011} } @inproceedings{Zhang02, author = {Yong Zhang and Lawrence O. Hall and Dmitry B. Goldgof and Sudeep Sarkar}, title = {Constrained {G}enetic {A}pproach for {R}econstructing {Y}oung's {M}odulus of {E}lastic {O}bjects from {B}oundary {D}isplacement {M}easurements}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2002 (CEC'2002)}, pages = {1003--1008}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {May}, year = {2002}, volume = {1} } @inproceedings{Zhang03, author = {Wen Jhun Zhang and Xiao-Feng Xie}, title = {{DEPSO: Hybrid Particle Swarm with Differential Evolution Operator}}, booktitle = {Proceedings of the IEEE International Conference on Systems, Man and Cybernetics (SMC'2003)}, pages = {3816--3821}, publisher = {IEEE Press}, month = {October 5-8}, year = {2003}, organization = {Washington DC, USA}, volume = {4}, note = {ISBN 0-7803-7952-7} } @inproceedings{Zhang04, author = {Wen-Jun Zhang and Xiao-Feng Xie and De-Chun Bi}, title = {Handling {B}oundary {C}onstraints for {N}umerical {O}ptimization by {P}article {S}warm {F}lying in {P}eriodic {S}earch {S}pace}, booktitle = {Proceedings of the Congress on Evolutionary Computation 2004 (CEC'2004)}, pages = {2307--2311}, publisher = {IEEE Service Center}, address = {Piscataway, New Jersey}, month = {June}, year = {2004}, organization = {Portland, Oregon, USA}, volume = {2} } @article{Zhang06, author = {Yong Zhang and Lawrence O. Hall and Dmitry B. Goldgof and Sudeep Sarkar}, title = {A {C}onstrained {G}enetic {A}pproach for {C}omputing {M}aterial {P}roperty of {E}lastic {O}bjects}, journal = {IEEE Transactions on Evolutionary Computation}, volume = {10}, number = {3}, pages = {341--357}, month = {June}, year = {2006.} } @article{Zhang06a, author = {Zhuhong Zhang}, title = {Constrained multiobjective optimization immune algorithm {C}onvergence and application}, journal = {Computers \& {M}athematics with {A}pplications}, volume = {52}, number = {5}, pages = {791--808}, month = {September}, year = {2006}, key = {Zhang2006} } @inproceedings{Zhang06b, author = {Min Zhang and Huantong Geng and Wenjian Luo and Linfeng Huang and Xufa Wang}, title = {A hybrid of differential evolution and genetic algorithm for constrained multiobjective optimization problems}, booktitle = {Simulated Evolution and Learning, Proceedings}, pages = {318--327}, publisher = {Springer, Lecture Notes in Computer Science Vol. 4247}, year = {2006} } @inproceedings{Zhang06c, author = {Min Zhang and Huantong Geng and Wenjian Luo and Linfeng Huang and Xufa Wang}, title = {A Novel Search Biases Selection Strategy for Constrained Evolutionary Optimization}, booktitle = {2006 IEEE Congress on Evolutionary Computation (CEC'2006)}, pages = {6736--6741}, publisher = {IEEE}, address = {Vancouver, BC, Canada}, month = {July}, year = {2006} } @incollection{Zhang06d, author = {Jihui Zhang and Junqin Xu}, title = {{A New Macroevolutionary Algorithm for Constrained Optimization Problems}}, booktitle = {Advances in Natural Computation, Second International Conference, ICNC 2006}, publisher = {Springer. Lecture Notes in Computer Science Vol. 4221}, editor = {Licheng Jiao and Lipo Wang and Xinbo Gao and Jing Liu and Feng Wu}, pages = {828--837}, address = {Xi'an, China}, month = {September 24-28}, year = {2006} } @article{Zhang07, author = {Zhuhong Zhang}, title = {Immune optimization algorithm for constrained nonlinear multiobjective optimization problems}, journal = {Soft Computing}, volume = {7}, number = {3}, pages = {840--857}, month = {June}, year = {2007} } @article{Zhang08, author = {Min Zhang and Wenjian Luo and Xufa Wang}, title = {Differential evolution with dynamic stochastic selection for constrained optimization}, journal = {Information Sciences}, volume = {178}, number = {15}, pages = {3043--3074}, month = {August 1}, year = {2008} } @inproceedings{Zhang08a, author = {Qing Zhang and Sanyou Zeng and Rui Wang and Hui Shi and Guang Chen and Lixin Ding and Lishan Kang}, title = {{Constrained Optimization by the Evolutionary Algorithm with Lower Dimensional Crossover and Gradient-Based Mutation}}, booktitle = {2008 Congress on Evolutionary Computation (CEC'2008)}, pages = {273--279}, publisher = {IEEE Service Center}, address = {Hong Kong}, month = {June}, year = {2008} } @article{Zhang09, author = {Weihong Zhang and Qiao Zhang}, title = {Finite-circle method for component approximation and packing design optimization}, journal = {Engineering Optimization}, volume = {41}, number = {10}, pages = {971--987}, month = {October}, year = {2009} } @article{Zhang09a, author = {Jian-Ming Zhang and Lei Xie}, title = {Particle swarm optimization algorithm for constrained problems}, journal = {Asia-Pacific Journal of Chemical Engineering}, volume = {4}, number = {4}, pages = {437--442}, month = {July-August}, year = {2009} } @inproceedings{Zhang09b, author = {Yang Zhang and Yong Wang and Cheng Peng}, title = {{Improved Imperialist Competitive Algorithm for Constrained Optimization}}, booktitle = {2009 International Forum on Computer Science-Technology and Applications}, editor = {Q.H. Zhou}, pages = {204--207}, publisher = {IEEE Computer Society Press}, address = {Chongqing, China}, month = {December 25-27}, year = {2009}, note = {ISBN 978-0-7695-3930-0} } @ARTICLE{Zhang10, author = {Jingqiao Zhang and Viswanath Avasarala and Raj Subbu}, title = {{Evolutionary optimization of transition probability matrices for credit decision-making}}, journal = {European Journal of Operational Research}, volume = {200}, number = {2}, pages = {557--567}, month = {January 16}, year = {2010} } @ARTICLE{Zhang11, author = {Zhuhong Zhang and Shuqu Qian}, title = {{Artificial immune system in dynamic environments solving time-varying non-linear constrained multi-objective problems}}, journal = {Soft Computing}, volume = {15}, number = {7}, pages = {1333--1349}, month = {July}, year = {2011} } @article{Zhang12, author = {Haibo Zhang and G. P. Rangaiah}, title = {{An efficient constraint handling method with integrated differential evolution for numerical and engineering optimization}}, journal = {Computers \& Chemical Engineering}, volume = {37}, pages = {74--88}, month = {February 10}, year = {2012} } @inproceedings{Zhang12a, author = {Hao Zhang and Yunlong Zhu and Xiaohui Yan}, title = {{Multi-hive artificial bee colony algorithm for constrained multi-objective optimization}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {1248--1275}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @inproceedings{Zhang12b, author = {Weiwei Zhang and Gary G. Yen}, title = {{Immune-inspired evolutionary algorithm for constrained optimization}}, booktitle = {2012 IEEE Congress on Evolutionary Computation (CEC'2012)}, pages = {638--645}, publisher = {IEEE Press}, address = {Brisbane, Australia}, month = {June 10-15}, year = {2012} } @article{Zhang13, author = {Yuanyuan Zhang and Mark Harman and Soo Ling Lim}, title = {{Empirical evaluation of search based requirements interaction management}}, journal = {Information and Software Technology}, volume = {55}, number = {1}, pages = {126--152}, month = {January}, year = {2013}, } @article{Zhang13a, author = {Chunjiang Zhang and Xinyu Li and Liang Gao and Qing Wu}, title = {{An improved electromagnetism-like mechanism algorithm for constrained optimization}}, journal = {Expert Systems with Applications}, volume = {40}, number = {14}, pages = {5621--5634}, month = {October 15}, year = {2013}, } @article{Zhang13b, author = {Gexiang Zhang and Jixiang Cheng and Marian Gheorghe and Qi Meng}, title = {{A hybrid approach based on differential evolution and tissue membrane systems for solving constrained manufacturing parameter optimization problems}}, journal = {Applied Soft Computing}, volume = {13}, number = {3}, pages = {1528--1542}, month = {March}, year = {2013} } @article{Zhang14, author = {Weiwei Zhang and Gary G. Yen and Zhongshi He}, title = {{Constrained Optimization via Artificial Immune System}}, journal = {IEEE Transactions on Cybernetics}, volume = {44}, number = {2}, pages = {185--198}, month = {February}, year = {2014} } @article{Zhang14a, author = {Zhuhong Zhang and Shigang Yue and Min Liao and Fei Long}, title = {{Danger theory based artificial immune system solving dynamic constrained single-objective optimization}}, journal = {Soft Computing}, volume = {18}, number = {1}, pages = {185--206}, month = {January}, year = {2014} } @inproceedings{Zhang14b, author = {Biao Zhang and Jun-hua Duan and Hong-yan Sang and Jun-qing Li and Hui Yan}, title = {{A New Penalty Function Method for Constrained Optimization Using Harmony Search Algorithm}}, booktitle = {2014 IEEE Congress on Evolutionary Computation (CEC'2014)}, pages = {853--859}, publisher = {IEEE Press}, address = {Beijing, China}, month = {6-11 July}, year = {2014}, note = {ISBN 978-1-4799-1483-8} } @article{Zhang15, author = {Xiangyin Zhang and Haibin Duan}, title = {{An improved constrained differential evolution algorithm for unmanned aerial vehicle global route planning}}, journal = {Applied Soft Computing}, volume = {26}, pages = {270--284}, month = {January}, year = {2015} } @inproceedings{Zhang15a, author = {Jingrui Zhang and Shuang Lin and Xiangxiang Zeng and Qinghui Tang}, title = {{Short-term Optimal Hydrothermal Scheduling Problem Considering Power Flow Constraint}}, booktitle = {2015 IEEE Congress on Evolutionary Computation (CEC'2015)}, publisher = {IEEE Press}, pages = {3235--3242}, address = {Sendai, Japan}, month = {25-28 May}, year = {2015}, note = {ISBN 978-1-4799-7492-4} } @inproceedings{Zhang16, author = {Chunjiang Zhang and Yang Wu and Liang Gao and Xinyu Li}, title = {{A new constraint handling method for differential evolution solving non-convex economic dispatch problems with valve loading effect}}, booktitle = {2016 IEEE Congress on Evolutionary Computation (CEC'2016)}, pages = {1070--1076}, publisher = {IEEE Press}, address = {Vancouver, Canada}, month = {July 24-29}, note = {ISBN 978-1-5090-0623-9}, year = {2016} } @incollection{Zhangcan07, author = {Huang Zhangcan and Cheng Hao}, title = {{A New Hybrid Optimization Algorithm Framework to Solve Constrained Optimization Problem}}, booktitle = {Computational Science--ICCS'2007, 7th International Conference}, editor = {Yong Shi and Geert Dick van Albada and Jack Dongarra and Peter M.A. Sloot}, pages = {1005--1012}, publisher = {Springer. 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Zhu and H.G. Wang and M.Y. Zhao and J.P. Zhou}, title = {A closed loop algorithms based on chaos theory for global optimization}, booktitle = {Advances in Natural Computation, Part 3}, pages = {727--740}, publisher = {Springer}, year = {2005}, note = {Lecture Notes in Computer Science Vol. 3612} } @article{Zhu09, author = {Wenxing Zhu and M. M. Ali}, title = {{Solving nonlinearly constrained global optimization problem via an auxiliary function method}}, journal = {Journal of Computational and Applied Mathematics}, volume = {230}, number = {2}, pages = {491--503}, month = {August 15}, year = {2009} } @article{Zhuang14, author = {Yufei Zhuang and Haibin Huang}, title = {{Time-optimal trajectory planning for underactuated spacecraft using a hybrid particle swarm optimization algorithm}}, journal = {Acta Astronautica}, volume = {94}, number = {2}, pages = {690--698}, month = {February}, year = {2014}, } @inproceedings{Zilinskas04, author = {A. Zilinskas and E.S. Fraga and A. 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