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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} } @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} } @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} } @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} } @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} } @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. Zenios}, pages = {441--456}, address = {New York}, year = {1992}, key = {M\"{u}hlenbein, 1992} } @inproceedings{Munoz05, author = {Angel-E. {Mu\~{n}oz-Zavala} and Arturo Hern\'{a}ndez Aguirre and Enrique R. 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. Mu\~{n}oz-Zavala and Arturo Hern\'{a}ndez-Aguirre and Enrique R. Villa-Diharce and Salvador Botello-Rionda}, title = {{PESO+} for {C}onstrained {O}ptimization}, booktitle = {2006 IEEE Congress on Evolutionary Computation (CEC'2006)}, pages = {935--942}, publisher = {IEEE}, address = {Vancouver, BC, Canada}, month = {July}, year = {2006} } @incollection{Munoz07, author = {Angel {Mu\~{n}oz Zavala} and Arturo {Hern\'{a}ndez Aguirre} and Enrique {Villa Diharce}}, title = {{Robust PSO-Based Constrained Optimization by Perturbing the Particle's Memory}}, booktitle = {Swarm Intelligence. Focus on Ant and Particle Swarm Optimization}, publisher = {I-Tech Education and Publising}, editor = {Felix T.S. Chan and Manoj Kumar Tiwari}, pages = {57--76}, address = {Croatia}, month = {December}, year = {2007} } @article{Munoz08, author = {Angel E. {Mu\~{n}oz Zavala} and Arturo {Hern\'{a}ndez Aguirre} and Enrique R. {Villa Diharce} and Salvador {Botello Rionda}}, title = {Constrained optimization with an improved particle swarm optimization algorithm}, journal = {International Journal of Intelligent Computing and Cybernetics}, volume = {1}, number = {3}, pages = {425--453}, year = {2008} } @incollection{Munoz09, author = {Angel E. Mu\~{n}oz Zavala and Arturo Hern\'{a}ndez Aguirre and Enrique R. Villa Diharce}, title = {{Continuous Constrained Optimization with Dynamic Tolerance Using the COPSO Algorithm}}, booktitle = {Constraint-Handling in Evolutionary Computation}, editor = {Efr\'{e}n Mezura-Montes}, pages = {1--23}, chapter = {1}, publisher = {Springer. 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