Evolutionary Algorithms for Solving Multi-Objective Problems

List of Figures. List of Tables. Preface. Foreword. 1. Basic Concepts. 2. Evolutionary Algorithm MOP Approaches. 3. MOEA Test Suites. 4. MOEA Testing and Analysis. 5. MOEA Theory and Issues. 3. MOEA Theoretical Issues. 6. Applications. 7. MOEA Parallelization. 8. Multi-Criteria Decision Making. 9. Special Topics. 10. Epilog. Appendix A: MOEA Classification and Technique Analysis. Appendix B: MOPs in the Literature. Appendix C: Ptrue & PFtrue for Selected Numeric MOPs. Appendix D: Ptrue & PFtrue for Side-Constrained MOPs. Appendix E: MOEA Software Availability. Appendix F: MOEA-Related Information. Index. References.

[1]  A. A. Khwaja,et al.  Inverse Kinematics of Arbitrary Robotic Manipulators Using Genetic Algorithms , 1998 .

[2]  Bernard Roy,et al.  Classement et choix en présence de points de vue multiples , 1968 .

[3]  Alan D. Christiansen,et al.  Multiobjective design optimization of counterweight balancing of a robot arm using genetic algorithms , 1995, Proceedings of 7th IEEE International Conference on Tools with Artificial Intelligence.

[4]  Shapour Azarm,et al.  Multi-Objective Genetic Algoirthms with concepts from statistical thermodynamics , 2001 .

[5]  S. M. Sait,et al.  Fuzzy evolutionary algorithm for VLSI placement , 2001 .

[6]  F. Cheng,et al.  Multiobjective Optimization Design with Pareto Genetic Algorithm , 1997 .

[7]  Ian C. Parmee,et al.  Evolutionary Design and Multi-objective Optimisation , 1998 .

[8]  Pratyush Sen,et al.  Multiple-criteria Decision-making in Design Selection and Synthesis , 1995 .

[9]  Y. Yu,et al.  Multiobjective decision theory for computational optimization in radiation therapy. , 1997, Medical physics.

[10]  L. Darrell Whitley,et al.  Evaluating Evolutionary Algorithms , 1996, Artif. Intell..

[11]  M. Karnaugh The map method for synthesis of combinational logic circuits , 1953, Transactions of the American Institute of Electrical Engineers, Part I: Communication and Electronics.

[12]  Gilbert Syswerda,et al.  The Application of Genetic Algorithms to Resource Scheduling , 1991, International Conference on Genetic Algorithms.

[13]  Alan D. Christiansen,et al.  Two new GA-based methods for multiobjective optimization , 1998 .

[14]  Mitsuo Gen,et al.  Evolutionary computation on multicriteria production process planning problem , 1997, Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC '97).

[15]  R. Rosenberg Simulation of genetic populations with biochemical properties : technical report , 1967 .

[16]  P. Hajela,et al.  Immune network simulations in multicriterion design , 1999 .

[17]  Mitsuo Gen,et al.  Cellular Genetic Local Search for Multi-Objective Optimization , 2000, GECCO.

[18]  Marco Laumanns,et al.  Scalable test problems for evolutionary multi-objective optimization , 2001 .

[19]  Domenico Quagliarella,et al.  Multipoint transonic airfoil design by means of a multiobjective genetic algorithm , 1997 .

[20]  Shigeru Obayashi,et al.  Niching and Elitist Models for MOGAs , 1998, PPSN.

[21]  Bernard O. Koopman,et al.  The Optimum Distribution of Effort , 1953, Oper. Res..

[22]  Chandrasekharan Rajendran,et al.  Scheduling in flowshop and cellular manufacturing systems with multiple objectives— a genetic algorithmic approach , 1996 .

[23]  Piotr Czyzżak,et al.  Pareto simulated annealing—a metaheuristic technique for multiple‐objective combinatorial optimization , 1998 .

[24]  Evan J. Hughes,et al.  Evolutionary Multi-objective Ranking with Uncertainty and Noise , 2001, EMO.

[25]  Peter A. Beling,et al.  Hybrid evolutionary algorithms for a multiobjective financial problem , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[26]  Jongsoo Lee,et al.  Constrained genetic search via schema adaptation: An immune network solution , 1996 .

[27]  Singiresu S. Rao Game theory approach for multiobjective structural optimization , 1987 .

[28]  D. Varberg,et al.  Calculus with Analytic Geometry , 1968 .

[29]  E. Tunstel,et al.  Multiobjective evolutionary path planning via fuzzy tournament selection , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[30]  Carlos A. Coello Coello,et al.  Evolutionary multiobjective design of combinational logic circuits , 2000, Proceedings. The Second NASA/DoD Workshop on Evolvable Hardware.

[31]  Ashutosh Tiwari,et al.  Interaction and multi-objective optimisation , 2001 .

[32]  Mike Wright,et al.  A comparison of neighborhood search techniques for multi-objective combinatorial problems , 1996, Comput. Oper. Res..

[33]  Tomoyuki Hiroyasu,et al.  The new model of parallel genetic algorithm in multi-objective optimization problems - divided range multi-objective genetic algorithm , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[34]  Seiichi Kawata,et al.  AI in Control System Design Using a New Paradigm for Design Representation , 1996 .

[35]  G. A. Miller THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[36]  Hisashi Tamaki,et al.  Generation of a Set of Pareto-Optimal Solutions by Genetic Algorithms , 1995 .

[37]  Gunar E. Liepins,et al.  Some Guidelines for Genetic Algorithms with Penalty Functions , 1989, ICGA.

[38]  Michael Kirley,et al.  MEA: a metapopulation evolutionary algorithm for multi-objective optimisation problems , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[39]  J. Eheart,et al.  Using Genetic Algorithms to Solve a Multiobjective Groundwater Monitoring Problem , 1995 .

[40]  E. Polak,et al.  Constrained minimization under vector-valued criteria in finite dimensional spaces☆ , 1967 .

[41]  Peter J. Fleming,et al.  System identification strategies applied to aircraft gas turbine engines , 2000 .

[42]  Hisao Ishibuchi,et al.  Multi-objective pattern and feature selection by a genetic algorithm , 2000, GECCO.

[43]  Kim-Fung Man,et al.  Wireless LAN Design Using Hierarchical Genetic Algorithm , 1997, International Conference on Genetic Algorithms.

[44]  L. Duckstein,et al.  Multi-Criterion Ranking of Alternative Long-Range Water Resource Systems , 1976 .

[45]  Marc Gravel,et al.  Scheduling continuous casting of aluminum using a multiple objective ant colony optimization metaheuristic , 2002, Eur. J. Oper. Res..

[46]  Martin J. Oates,et al.  The Pareto Envelope-Based Selection Algorithm for Multi-objective Optimisation , 2000, PPSN.

[47]  Tapabrata Ray,et al.  A global optimization model for ship design , 1995 .

[48]  C. Coello,et al.  Multiobjective optimization using a micro-genetic algorithm , 2001 .

[49]  Masahiro Inuiguchi,et al.  Fuzzy multiobjective combinatorial optimization through revised genetic algorithms , 1994 .

[50]  To Thanh Binh A Multiobjective Evolutionary Algorithm - The Study Cases , 1999 .

[51]  Ching-Lai Hwang,et al.  Mathematical programming with multiple objectives: A tutorial , 1980, Comput. Oper. Res..

[52]  K. Deb Binary and floating-point function optimization using messy genetic algorithms , 1991 .

[53]  T. L. Saaty,et al.  The computational algorithm for the parametric objective function , 1955 .

[54]  Yacov Y. Haimes,et al.  Multiobjective optimization in water quality and land management , 1979 .

[55]  P. Vincke,et al.  Multicriteria analysis: survey and new directions , 1981 .

[56]  Carlos A. Coello Coello,et al.  Evolutionary Multi-Objective Optimization: A Critical Review , 2003 .

[57]  Carlos A. Coello Coello,et al.  Handling preferences in evolutionary multiobjective optimization: a survey , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[58]  Ralph Gasser,et al.  All the Needles in a Haystack: Can Exhaustive Search Overcome Combinatorial Chaos? , 1995, Computer Science Today.

[59]  Gary B. Lamont,et al.  A Random Function Based Framework for Evolutionary Algorithms , 1997, ICGA.

[60]  J. Koski Multicriterion Optimization in Structural Design , 1981 .

[61]  H.I. Bozma,et al.  A Game-Theoretic Approach to Integration of Modules , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[62]  S. Ranjithan,et al.  Using genetic algorithms to solve a multiple objective groundwater pollution containment problem , 1994 .

[63]  David E. Goldberg,et al.  A Survey of Optimization by Building and Using Probabilistic Models , 2002, Comput. Optim. Appl..

[64]  Jürgen Teich,et al.  Pareto-Front Exploration with Uncertain Objectives , 2001, EMO.

[65]  P. M. Frank,et al.  Genetic evolving of dynamic neural networks with application to process fault diagnosis , 1999, 1999 European Control Conference (ECC).

[66]  R.W. Morrison,et al.  A test problem generator for non-stationary environments , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[67]  D.A. Van Veldhuizen,et al.  Finding improved wire-antenna geometries with genetic algorithms , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[68]  Andrzej P. Wierzbicki,et al.  The Use of Reference Objectives in Multiobjective Optimization , 1979 .

[69]  Kyung K. Choi,et al.  Shape Optimal Design of an Arch Dam , 1989 .

[70]  David B. Fogel,et al.  A note on representations and variation operators , 1997, IEEE Trans. Evol. Comput..

[71]  Kazuhiro Nakahashi,et al.  Inverse design optimization of transonic wings based on multi-objective genetic algorithms , 1999 .

[72]  William B. Langdon Data structures and genetic programming , 1995 .

[73]  Phillip J. Ross,et al.  Taguchi Techniques For Quality Engineering: Loss Function, Orthogonal Experiments, Parameter And Tolerance Design , 1988 .

[74]  Pratyush Sen,et al.  A Multiple Criteria Genetic Algorithm for Containership Loading , 1997, ICGA.

[75]  M. Dorigo,et al.  1 Positive Feedback as a Search Strategy , 1991 .

[76]  Georges M. Fadel,et al.  CONFIGURATION DESIGN OPTIMIZATION METHOD , 1999 .

[77]  J. Gero,et al.  Improving Pareto Optimal Designs Using Genetic Algorithms , 1995 .

[78]  A. Lyrintzis,et al.  AERODYNAMIC AND AEROACOUSTIC OPTIMIZATION OF AIRFOI LS VIA A PARALLEL GENETIC ALGORITHM , 1998 .

[79]  Judith S. Liebman,et al.  MULTIPLE OBJECTIVE ENGINEERING DESIGN , 1983 .

[80]  W. I. Davisson Public Investment Criteria , 1964 .

[81]  Yih-Long Chang,et al.  A new heuristic for the n-job, M-machine flow-shop problem , 1991 .

[82]  Kiyoshi Tanaka,et al.  Halftone Image Generation with Improved Multiobjective Genetic Algorithm , 2001, EMO.

[83]  J. Paelinck Qualiflex: A flexible multiple-criteria method , 1978 .

[84]  José Aguilar,et al.  Approaches Based on Genetic Algorithms for Multiobjective Optimization Problems , 1999, GECCO.

[85]  Carlo Poloni,et al.  Hybrid GA for Multi Objective Aerodynamic Shape Optimisation , 1995 .

[86]  Rajeev Kumar,et al.  Decomposition of high dimensional pattern spaces for hierarchical classification , 1998, Kybernetika.

[87]  G. W. Evans,et al.  An Overview of Techniques for Solving Multiobjective Mathematical Programs , 1984 .

[88]  Marco Dorigo,et al.  The ant colony optimization meta-heuristic , 1999 .

[89]  H. Kita,et al.  Failure of Pareto-based MOEAs: does non-dominated really mean near to optimal? , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[90]  Godfrey A. Walters,et al.  Multiobjective Genetic Algorithms for Pump Scheduling in Water Supply , 1997, Evolutionary Computing, AISB Workshop.

[91]  Thomas Hanne,et al.  Global Multiobjective Optimization with Evolutionary Algorithms: Selection Mechanisms and Mutation Control , 2001, EMO.

[92]  F. Lootsma Fuzzy Logic for Planning and Decision Making , 1997 .

[93]  Terence C. Fogarty,et al.  An incremental genetic algorithm for real-time optimisation , 1989, Conference Proceedings., IEEE International Conference on Systems, Man and Cybernetics.

[94]  Zbigniew Michalewicz,et al.  A Nonstandard Genetic Algorithm for the Nonlinear Transportation Problem , 1991, INFORMS J. Comput..

[95]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[96]  Josef Hofbauer,et al.  Evolutionary Games and Population Dynamics , 1998 .

[97]  D.A. Van Veldhuizen,et al.  On measuring multiobjective evolutionary algorithm performance , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[98]  H. Briggs,et al.  Application of multiple objective optimization techniques to finite element model tuning , 1983 .

[99]  James R. Evans,et al.  An empirical study of a new metaheuristic for the traveling salesman problem , 1998 .

[100]  E. Michielssen,et al.  Multiobjective synthesis of electromagnetic devices using nondominated sorting genetic algorithms , 1996, IEEE Antennas and Propagation Society International Symposium. 1996 Digest.

[101]  Geoffrey T. Parks Multiobjective Pressurised Water Reactor Reload Core Design using a Genetic Algorithm , 1997, ICANNGA.

[102]  Peter J. Bentley,et al.  Finding Acceptable Solutions in the Pareto-Optimal Range using Multiobjective Genetic Algorithms , 1998 .

[103]  F. W. Gembicki,et al.  Vector optimization for control with performance and parameter sensitivity indices , 1974 .

[104]  Carlos A. Coello Coello,et al.  A Short Tutorial on Evolutionary Multiobjective Optimization , 2001, EMO.

[105]  Ernest S. Kuh,et al.  Design space exploration using the genetic algorithm , 1996, 1996 IEEE International Symposium on Circuits and Systems. Circuits and Systems Connecting the World. ISCAS 96.

[106]  Conor Ryan Racial harmony and Function Optimization in Genetic Algorithms - The Races Genetic Algorithm , 1995, Evolutionary Programming.

[107]  Mauricio G. C. Resende,et al.  Greedy Randomized Adaptive Search Procedures , 1995, J. Glob. Optim..

[108]  Kalyanmoy Deb,et al.  Multi-Objective Evolutionary Optimization: Past, Present, and Future , 2000 .

[109]  Masatoshi Sakawa,et al.  An interactive fuzzy satisficing method for multiobjective 0-1 programming problems with fuzzy numbers through genetic algorithms with double strings , 1998, Eur. J. Oper. Res..

[110]  John A. Nelder,et al.  A Simplex Method for Function Minimization , 1965, Comput. J..

[111]  Xiaojian Liu,et al.  Genetic approach to optimal topology/controller design of adaptive structures , 1998 .

[112]  Henrik Esbensen,et al.  Fuzzy/multiobjective genetic systems for intelligent systems design tools and components , 1997 .

[113]  L. Duckstein,et al.  Multiobjective optimization in river basin development , 1980 .

[114]  D. Berry Statistical Decision Theory, Foundations, Concepts, and Methods , 1982 .

[115]  Michael Lahanas,et al.  Comparison of Evolutionary and Deterministic Multiobjective Algorithms for Dose Optimization in Brachytherapy , 2001, EMO.

[116]  Stephen F. Smith,et al.  Flexible Learning of Problem Solving Heuristics Through Adaptive Search , 1983, IJCAI.

[117]  Geoffrey T. Parks,et al.  Multiobjective pressurized water reactor reload core design by nondominated genetic algorithm search , 1996 .

[118]  Singiresu S Rao,et al.  Genetic algorithmic approach for multiobjective optimization of structures , 1993 .

[119]  Carl N. Klahr,et al.  Multiple Objectives in Mathematical Programming , 1958 .

[120]  José L. Verdegay,et al.  Interval Multiobjective Solid Transportation Problem via Genetic Algorithms , 1996 .

[121]  Nripendra N. Biswas,et al.  Minimization of Boolean Functions , 1971, IEEE Transactions on Computers.

[122]  Brahim Rekiek,et al.  A ressource planner for hybrid assembly lines , 1999 .

[123]  Kalyanmoy Deb,et al.  A Hybrid Multi-objective Evolutionary Approach to Engineering Shape Design , 2001, EMO.

[124]  R. Zebulum,et al.  Synthesis of CMOS operational amplifiers through genetic algorithms , 1998, Proceedings. XI Brazilian Symposium on Integrated Circuit Design (Cat. No.98EX216).

[125]  I. Postlethwaite,et al.  Algorithms for the method of inequalities-a comparative study , 1995, Proceedings of 1995 American Control Conference - ACC'95.

[126]  Michael Lahanas,et al.  Application of Multiobjective Evolutionary Algorithms for Dose Optimization Problems in Brachytherapy , 2001, EMO.

[127]  Y. Aneja,et al.  BICRITERIA TRANSPORTATION PROBLEM , 1979 .

[128]  Hisao Ishibuchi,et al.  Linguistic Rule Extraction by Genetics-Based Machine Learning , 2000, GECCO.

[129]  Srigiriraju Kishan Chetan,et al.  Noninferior Surface Tracing Evolutionary Algorithm (NSTEA) for Multiobjective optimization , 2000 .

[130]  Paul A. Rubin,et al.  Scheduling in a sequence dependent setup environment with genetic search , 1995, Comput. Oper. Res..

[131]  Ian C. Parmee,et al.  Preferences and their application in evolutionary multiobjective optimization , 2002, IEEE Trans. Evol. Comput..

[132]  John W. Hartmann,et al.  LOW-THRUST TRAJECTORY OPTIMIZATION USING STOCHASTIC OPTIMIZATION METHODS , 1999 .

[133]  D. H. Horrocks,et al.  Structural synthesis of cell-based VLSI circuits using a multi-objective genetic algorithm , 1996 .

[134]  Masatoshi Sakawa,et al.  An Interactive Fuzzy Satisficing Method for Large-Scale Multiobjective Linear Programming Problems with Fuzzy Parameters , 1996 .

[135]  Murray Anderson,et al.  The potential of genetic algorithms for subsonic wing design , 1995 .

[136]  Lorraine R. Gardiner,et al.  Unified interactive multiple objective programming , 1994 .

[137]  Carlos A. Coello Coello,et al.  An updated survey of evolutionary multiobjective optimization techniques: state of the art and future trends , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[138]  Rajeev Kumar,et al.  Assessing the convergence of rank-based multiobjective genetic algorithms , 1997 .

[139]  R. Groppetti,et al.  On a Genetic Multiobjective Approach for the Integration and Optimization of Assembly Product Design and Process Planning , 1997 .

[140]  C. Fonseca,et al.  GENETIC ALGORITHMS FOR MULTI-OBJECTIVE OPTIMIZATION: FORMULATION, DISCUSSION, AND GENERALIZATION , 1993 .

[141]  S. Vajda,et al.  GAMES AND DECISIONS; INTRODUCTION AND CRITICAL SURVEY. , 1958 .

[142]  Kikuo Fujita,et al.  MULTI-OBJECTIVE OPTIMAL DESIGN OF AUTOMOTIVE ENGINE USING GENETIC ALGORITHM , 1998 .

[143]  Kishalay Mitra,et al.  Multiobjective dynamic optimization of an industrial Nylon 6 semibatch reactor using genetic algorit , 1998 .

[144]  Ian C. Parmee,et al.  Use of Preferences for GA-based Multi-objective Optimisation , 1999, GECCO.

[145]  Tapabrata Ray,et al.  A Swarm Metaphor for Multiobjective Design Optimization , 2002 .

[146]  C. Coello TREATING CONSTRAINTS AS OBJECTIVES FOR SINGLE-OBJECTIVE EVOLUTIONARY OPTIMIZATION , 2000 .

[147]  Peter J. Fleming,et al.  Use of Rules and Preferences for Schedule Builders in Genetic Algorithms for Production Scheduling , 1997, Evolutionary Computing, AISB Workshop.

[148]  H. P. Benson,et al.  Towards finding global representations of the efficient set in multiple objective mathematical programming , 1997 .

[149]  Mitsuo Gen,et al.  Genetic algorithm approach on multi-criteria minimum spanning tree problem , 1999, Eur. J. Oper. Res..

[150]  Yacov Y. Haimes,et al.  Multiobjective optimization in water resources systems : the surrogate worth trade-off method , 1975 .

[151]  J. Lin Maximal vectors and multi-objective optimization , 1976 .

[152]  Kalyanmoy Deb,et al.  Constrained Test Problems for Multi-objective Evolutionary Optimization , 2001, EMO.

[153]  Bradford S. Canova,et al.  An Adaptive Distributed Architecture for Near Real-Time Genetic Algorithm Execution , 1998 .

[154]  Marc Gravel,et al.  Scheduling a single machine where setup times are sequence dependent using an ant colony heuristic , 2000 .

[155]  D. Dasgupta,et al.  A MORE BIOLOGICALLY MOTIVATED GENETIC ALGORITHM: THE MODEL AND SOME RESULTS , 1994 .

[156]  David B. Fogel,et al.  Evolutionary algorithms in theory and practice , 1997, Complex.

[157]  M. Gen,et al.  Evolution program for bicriteria transportation problem , 1994 .

[158]  Enrique H. Ruspini,et al.  Qualitative Object Description : Initial Reports of the Exploration of the Frontier , 1999 .

[159]  Eduardo F. Morales,et al.  A New Distributed Reinforcement Learning Algorithm for Multiple Objective Optimization Problems , 2000, IBERAMIA-SBIA.

[160]  Marc Schoenauer,et al.  Constrained GA Optimization , 1993, ICGA.

[161]  Ali M. S. Zalzala,et al.  Optimisation of cell configuration and comparisons using evolutionary computation approaches , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[162]  WB Langdon Evolving Data Structures Using Genetic Programming , 1995 .

[163]  Jürgen Teich,et al.  System-Level Synthesis Using Evolutionary Algorithms , 1998, Des. Autom. Embed. Syst..

[164]  Kalyanmoy Deb,et al.  Real-coded Genetic Algorithms with Simulated Binary Crossover: Studies on Multimodal and Multiobjective Problems , 1995, Complex Syst..

[165]  William A. Crossley,et al.  Using the Two-Branch Tournament Genetic Algorithm for Multiobjective Design , 1999 .

[166]  Jean Pierre Brans,et al.  HOW TO SELECT AND HOW TO RANK PROJECTS: THE PROMETHEE METHOD , 1986 .

[167]  Tong Heng Lee,et al.  Tabu-Based Exploratory Evolutionary Algorithm for Effective Multi-objective Optimization , 2001, EMO.

[168]  Chisu Wu,et al.  Partitioning and allocation of objects in heterogeneous distributed environments using the niched Pareto genetic-algorithm , 1998, Proceedings 1998 Asia Pacific Software Engineering Conference (Cat. No.98EX240).

[169]  D. S. Todd,et al.  Tackling Complex Job Shop Problems Using Operation Based Scheduling , 1998 .

[170]  Andrzej Jaszkiewicz,et al.  Genetic local search for multi-objective combinatorial optimization , 2022 .

[171]  D. A. Conway Management Goals and Accounting for Control , 1966 .

[172]  Shapour Azarm,et al.  IMMUNE NETWORK SIMULATION WITH MULTIOBJECTIVE GENETIC ALGORITHMS FOR MULTIDISCIPLINARY DESIGN OPTIMIZATION , 2000 .

[173]  Günter Rudolph,et al.  Convergence analysis of canonical genetic algorithms , 1994, IEEE Trans. Neural Networks.

[174]  Tong Heng Lee,et al.  Evolutionary Algorithms for Multi-Objective Optimization: Performance Assessments and Comparisons , 2004, Artificial Intelligence Review.

[175]  Jared L. Cohon,et al.  Multiobjective programming and planning , 2004 .

[176]  Alan S. Perelson,et al.  Genetic Algorithms and the Immune System , 1990, PPSN.

[177]  M. Bacharach Two-person Cooperative Games , 1976 .

[178]  Alan D. Christiansen,et al.  Using a new GA-based multiobjective optimization technique for the design of robot arms , 1998, Robotica.

[179]  Kotaro Hirasawa,et al.  Genetic symbiosis algorithm , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[180]  Murray B. Anderson,et al.  Using Pareto genetic algorithms for preliminary subsonic wing design , 1996 .

[181]  Sadiq M. Sait,et al.  Iterative computer algorithms with applications in engineering - solving combinatorial optimization problems , 2000 .

[182]  Murray B. Anderson,et al.  Launch conditions and aerodynamic data extraction by an elitist pareto genetic algorithm , 1996 .

[183]  Simon Kasif,et al.  OC1: A Randomized Induction of Oblique Decision Trees , 1993, AAAI.

[184]  Hitoshi Iba,et al.  Genetic programming using a minimum description length principle , 1994 .

[185]  Jürgen Teich,et al.  An evolutionary approach to system-level synthesis , 1997, CODES.

[186]  Murray B. Anderson,et al.  Using an elitist Pareto genetic algorithm for aerodynamic data extraction , 1996 .

[187]  G. Rudolph Evolutionary Search under Partially Ordered Fitness Sets , 2001 .

[188]  Meng-Sing Liou,et al.  Multiobjective optimization of rocket engine pumps using evolutionary algorithm , 2001 .

[189]  Arthur M. Geoffrion,et al.  An Interactive Approach for Multi-Criterion Optimization, with an Application to the Operation of an Academic Department , 1972 .

[190]  B. O. Koopman Fallacies in Operations Research , 1956 .

[191]  Fred W. Glover,et al.  Tabu Search - Part I , 1989, INFORMS J. Comput..

[192]  Gilles Brassard,et al.  Algorithmics - theory and practice , 1988 .

[193]  Thomas Hanne,et al.  Concepts of a Learning Object-Oriented Problem Solver (LOOPS) , 1997 .

[194]  Kumar Chellapilla,et al.  Combining mutation operators in evolutionary programming , 1998, IEEE Trans. Evol. Comput..

[195]  J. Brans,et al.  Geometrical representations for MCDA , 1988 .

[196]  S.D. Muller,et al.  Evolution strategies for the optimization of microdevices , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[197]  D. Dasgupta,et al.  Evolving complex fuzzy classifier rules using a linear tree genetic representation , 2001 .

[198]  Laurent Lemaitre,et al.  The Design of Hybrid Fuzzy/Evolutionary Multiobjevtive Optimization Algorithms , 1995, IEEE/Nagoya-University World Wisepersons Workshop.

[199]  Qguhm -DVNLHZLF,et al.  On the performance of multiple objective genetic local search on the 0 / 1 knapsack problem . A comparative experiment , 2000 .

[200]  J. Voogd,et al.  Multicriteria evaluation for urban and regional planning , 1982 .

[201]  S. Azarm,et al.  On improving multiobjective genetic algorithms for design optimization , 1999 .

[202]  S. Murthy,et al.  Agent-Based Cooperative Scheduling , 1997 .

[203]  H. Schwefel,et al.  Approximating the Pareto Set: Concepts, Diversity Issues, and Performance Assessment , 1999 .

[204]  Mark W. Thomas A Pareto frontier for full stern submarines via genetic algorithm , 1998 .

[205]  M. Z. Cohn,et al.  MULTIOBJECTIVE OPTIMIZATION OF PRESTRESSED CONCRETE STRUCTURES , 1993 .

[206]  Christian Fonteix,et al.  New Multicriteria Optimization Method Based on the Use of a Diploid Genetic Algorithm: Example of an Industrial Problem , 1995, Artificial Evolution.

[207]  M. Hansen,et al.  Evaluating the quality of approximations to the non-dominated set , 1998 .

[208]  Ivan Bratko,et al.  Trading Accuracy for Simplicity in Decision Trees , 1994, Machine Learning.

[209]  Thomas William Keelin A protocol and procedure for assessing multiattribute preference functions , 1976 .

[210]  B. Jaumard,et al.  A multi-criteria tabu search approach to cell formation problems in group technology with multiple objectives , 1994 .

[211]  David E. Goldberg,et al.  A niched Pareto genetic algorithm for multiobjective optimization , 1994, Proceedings of the First IEEE Conference on Evolutionary Computation. IEEE World Congress on Computational Intelligence.

[212]  D. Dasgupta Artificial Immune Systems and Their Applications , 1998, Springer Berlin Heidelberg.

[213]  Kalyanmoy Deb,et al.  Evolutionary Algorithms for Multi-Criterion Optimization in Engineering Design , 1999 .

[214]  L. A. Goodman,et al.  Social Choice and Individual Values , 1951 .

[215]  Herbert Terry,et al.  Comparative Evaluation of Performance Using Multiple Criteria , 1963 .

[216]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[217]  Mitsuo Gen,et al.  A spanning tree-based genetic algorithm for bicriteria topological network design , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[218]  Soroosh Sorooshian,et al.  Multi-objective global optimization for hydrologic models , 1998 .

[219]  Edwin D. de Jong,et al.  Reducing bloat and promoting diversity using multi-objective methods , 2001 .

[220]  Allen Klinger,et al.  Vector-valued performance criteria , 1964 .

[221]  Yong Wang,et al.  Using Model Trees for Classification , 1998, Machine Learning.

[222]  T. Narendran,et al.  A genetic algorithm approach to the machine-component grouping problem with multiple objectives , 1992 .

[223]  R. Faure,et al.  Introduction to operations research , 1968 .

[224]  Larry J. Eshelman,et al.  Preventing Premature Convergence in Genetic Algorithms by Preventing Incest , 1991, ICGA.

[225]  Dušan Teodorović,et al.  Simulated annealing for the multi-objective aircrew rostering problem , 1999 .

[226]  R. Watson,et al.  Pareto coevolution: using performance against coevolved opponents in a game as dimensions for Pareto selection , 2001 .

[227]  W. Stadler A survey of multicriteria optimization or the vector maximum problem, part I: 1776–1960 , 1979 .

[228]  Sadiq M. Sait,et al.  Fuzzy simulated evolution algorithm for multi-objective optimization of VLSI placement , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[229]  Günter Rudolph,et al.  Some Theoretical Properties of Evolutionary Algorithms under Partially Ordered Fitness Values , 2001 .

[230]  Ju Hyun Chul,et al.  A genetic algorithm for multiple objective sequencing problems in mixed model assembly lines , 1998, Comput. Oper. Res..

[231]  Carlos A. Coello Coello,et al.  Using the Min-Max Method to Solve Multiobjective Optimization Problems with Genetic Algorithms , 1998, IBERAMIA.

[232]  Ralph Michael Kling,et al.  Optimization by simulated evolution and its application to cell placement , 1990 .

[233]  Peter J. Bentley,et al.  Overview of a Generic Evolutionary Design System , 1996 .

[234]  Chung-Wei Feng,et al.  Using genetic algorithms to solve construction time-cost trade-off problems , 1997 .

[235]  David E. Goldberg,et al.  Alleles, loci and the traveling salesman problem , 1985 .

[236]  Andrzej Ameljańczyk,et al.  Multicriteria Optimization in Engineering Design , 1994 .

[237]  J. Yorke,et al.  Chaos: An Introduction to Dynamical Systems , 1997 .

[238]  N. Metropolis,et al.  Equation of State Calculations by Fast Computing Machines , 1953, Resonance.

[239]  Xin Yao,et al.  Digital filter design using multiple pareto fronts , 2004, Soft Comput..

[240]  David H. Wolpert,et al.  No free lunch theorems for optimization , 1997, IEEE Trans. Evol. Comput..

[241]  M. Sakawa,et al.  AN INTERACTIVE FUZZY CRITERIA METHOD FOR MULTIOBJECTIVE 0-1 PROGRAMMING PROBLEMS WITH BLOCK ANGULAR STRUCTURE USING GENETIC ALGORITHMS , 1998 .

[242]  Kalyanmoy Deb,et al.  An Investigation of Niche and Species Formation in Genetic Function Optimization , 1989, ICGA.

[243]  David Corne,et al.  The Pareto archived evolution strategy: a new baseline algorithm for Pareto multiobjective optimisation , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[244]  A. Eiben,et al.  A multi-sexual genetic algorithm for multiobjective optimization , 1997, Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC '97).

[245]  Rob A. C. M. Broekmeulen Facility Management of Distribution Centres for Vegetables and Fruits , 1995 .

[246]  J. Eheart,et al.  Aquifer remediation design under uncertainty using a new chance constrained programming technique , 1993 .

[247]  L Rogers James,et al.  A Parallel Approach to Optimum Actuator Selection With a Genetic Algorithm , 2000 .

[248]  S. M. Junaid Zaidi,et al.  Linear Programming in Single and Multiple Objective Systems , 1982 .

[249]  Marc Gravel,et al.  Scheduling a single machine with sequence dependent setup times using Ant Colony Optimization , 2001 .

[250]  Lawrence J. Fogel,et al.  Artificial Intelligence through Simulated Evolution , 1966 .

[251]  Peter C. Fisi-Iburn Nontransitive preferences in decision theory , 1991 .

[252]  Sandro Ridella,et al.  Minimizing multimodal functions of continuous variables with the “simulated annealing” algorithmCorrigenda for this article is available here , 1987, TOMS.

[253]  Bertrand Mareschal,et al.  The PROMCALC & GAIA decision support system for multicriteria decision aid , 1994, Decis. Support Syst..

[254]  Shinichi Takahashi,et al.  INVERSE OPTIMIZATION OF TRANSONIC WING SHAPE FOR MID-SIZE REGIONAL AIRCRAFT , 1998 .

[255]  Martin J. Oates,et al.  Advanced Multi-Objective Evolutionary Algorithms Applied to Two Problems in Telecommunications , 2000 .

[256]  Jeffrey Horn,et al.  The nature of niching: genetic algorithms and the evolution of optimal, cooperative populations , 1997 .

[257]  Manuel Valenzuela-Rendón,et al.  A Non-Generational Genetic Algorithm for Multiobjective Optimization , 1997, ICGA.

[258]  John W. Hartmann,et al.  OPTIMAL INTERPLANETARY SPACECRAFT TRAJECTORIES VIA A PARETO GENETIC ALGORITHM , 1998 .

[259]  Mitsuo Gen,et al.  Specification of Genetic Search Directions in Cellular Multi-objective Genetic Algorithms , 2001, EMO.

[260]  Gordon Vidaver,et al.  Scheduling and route selection for military land moves using genetic algorithms , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[261]  F. B. Vernadat,et al.  Decisions with Multiple Objectives: Preferences and Value Tradeoffs , 1994 .

[262]  Filippo Menczer,et al.  An evolutionary multi-objective local selection algorithm for customer targeting , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[263]  Lothar Thiele,et al.  A Comparison of Selection Schemes used in Genetic Algorithms , 1995 .

[264]  Peter J. Fleming,et al.  An Overview of Evolutionary Algorithms in Multiobjective Optimization , 1995, Evolutionary Computation.

[265]  J. Periaux,et al.  Multi-point optimization using GAs and Nash/Stackelberg games for high lift multi-airfoil design in aerodynamics , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[266]  Marco Laumanns,et al.  A unified model for multi-objective evolutionary algorithms with elitism , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[267]  Marco Laumanns,et al.  Multi-objective Design Space Exploration of Road Trains with Evolutionary Algorithms , 2001, EMO.

[268]  DeceptionSushil J. LouisDepartment Pareto Optimality, Ga-easiness and Deception , 1993 .

[269]  Arnold O. Allen,et al.  Probability, statistics and queueing theory - with computer science applications (2. ed.) , 1981, Int. CMG Conference.

[270]  Marco Laumanns,et al.  SPEA2: Improving the strength pareto evolutionary algorithm , 2001 .

[271]  Rolf Drechsler,et al.  Priorities in multi-objective optimization for genetic programming , 2001 .

[272]  M. Gen,et al.  Solving bicriteria solid transportation problem with fuzzy numbers by a genetic algorithm , 1995 .

[273]  Amnon Barak,et al.  Evolution Strategies for a Parallel Multi-Objective Genetic Algorithm , 2000, GECCO.

[274]  Mitsuo Gen,et al.  Evolutionary algorithm for flexible process sequencing with multiple objectives , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[275]  H. Ishibuchi,et al.  MOGA: multi-objective genetic algorithms , 1995, Proceedings of 1995 IEEE International Conference on Evolutionary Computation.

[276]  Elliot R. Lieberman,et al.  Soviet multi-objective mathematical programming methods: an overview , 1991 .

[277]  Thomas Bäck,et al.  Evolutionary computation: Toward a new philosophy of machine intelligence , 1997, Complex..

[278]  Shigeo Abe,et al.  A genetic algorithm approach to multi-objective scheduling problems with earliness and tardiness penalties , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[279]  Alan D. Christiansen,et al.  An empirical study of evolutionary techniques for multiobjective optimization in engineering design , 1996 .

[280]  Robert Hooke,et al.  `` Direct Search'' Solution of Numerical and Statistical Problems , 1961, JACM.

[281]  Pablo Moscato,et al.  Memetic algorithms: a short introduction , 1999 .

[282]  Takao Terano,et al.  A Genetic Algorithm with Tabu Search for Multimodal and Multiobjective Function Optimization , 2000, GECCO.

[283]  James K. Hahn,et al.  Genetic programming for articulated figure motion , 1995, Comput. Animat. Virtual Worlds.

[284]  Gary B. Lamont,et al.  A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-II , 2001, EMO.

[285]  Hidefumi Sawai,et al.  Effects of hierarchical migration in a parallel distributed parameter-free GA , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[286]  David E. Goldberg,et al.  Parallel Recombinative Simulated Annealing: A Genetic Algorithm , 1995, Parallel Comput..

[287]  Oliver Vornberger,et al.  Hybrid genetic algorithms for constrained placement problems , 1997, IEEE Trans. Evol. Comput..

[288]  Christian Fonteix,et al.  Multicriteria optimization using a genetic algorithm for determining a Pareto set , 1996, Int. J. Syst. Sci..

[289]  R. Lewontin ‘The Selfish Gene’ , 1977, Nature.

[290]  Daisuke Sasaki,et al.  Multiobjective evolutionary computation for supersonic wing-shape optimization , 2000, IEEE Trans. Evol. Comput..

[291]  Tong Heng Lee,et al.  Incrementing Multi-objective Evolutionary Algorithms: Performance Studies and Comparisons , 2001, EMO.

[292]  E. J. Hughes,et al.  Constraint handling with uncertain and noisy multi-objective evolution , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[293]  Daniel Merkle,et al.  Bi-Criterion Optimization with Multi Colony Ant Algorithms , 2001, EMO.

[294]  Hajime Kita,et al.  Multi-objective optimization by genetic algorithms: a review , 1996, Proceedings of IEEE International Conference on Evolutionary Computation.

[295]  Carlos A. Coello Coello,et al.  An updated survey of GA-based multiobjective optimization techniques , 2000, CSUR.

[296]  A. Osyczka,et al.  A new method to solve generalized multicriteria optimization problems using the simple genetic algorithm , 1995 .

[297]  Porter D. Sherman Ranking techniques in multi-criteria, genetic algorithm-based optimization , 1996 .

[298]  Sharath Pankanti,et al.  Integrating Vision Modules: Stereo, Shading, Grouping, and Line Labeling , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[299]  Ian C. Parmee,et al.  Designer’s Preferences and Multi—objective Preliminary Design Processes , 2000 .

[300]  Mark Thompson Application of Multi Objective Evolutionary Algorithms to Analogue Filter Tuning , 2001, EMO.

[301]  Tom Michael Mitchell Version spaces: an approach to concept learning. , 1979 .

[302]  Zbigniew Michalewicz,et al.  Evolutionary Computation 2 : Advanced Algorithms and Operators , 2000 .

[303]  Kay Chen Tan,et al.  Multi-Objective Genetic Algorithm Based Time and Frequency Domain Design Unification of Linear Control Systems , 1997 .

[304]  Piet Rietveld,et al.  Multiple objective decision methods and regional planning , 1980 .

[305]  Lothar Thiele,et al.  Multiobjective genetic programming: reducing bloat using SPEA2 , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[306]  Emanuel Falkenauer,et al.  Genetic Algorithms and Grouping Problems , 1998 .

[307]  Richard de Neufville,et al.  APPLIED SYSTEMS ANALYSIS: ENGINEERING PLANNING AND TECHNOLOGY MANAGEMENT , 1990 .

[308]  Tapan P. Bagchi,et al.  Multiobjective Scheduling by Genetic Algorithms , 1999 .

[309]  Lucien Duckstein,et al.  Preference Criterion for Flood Control Under Uncertainty , 1979 .

[310]  H. Ishibuchi,et al.  Three-objective genetic algorithms for designing compact fuzzy rule-based systems for pattern classification problems , 2001 .

[311]  Jack Dongarra,et al.  PVM: Parallel virtual machine: a users' guide and tutorial for networked parallel computing , 1995 .

[312]  Paul M. Frank,et al.  Parallel Evolutionary Approach to System Identification for Process Fault Diagnosis , 1998 .

[313]  Kotaro Hirasawa,et al.  Genetic Symbiosis Algorithm for Multiobjective Optimization Problems , 2001 .

[314]  Erick Cantú-Paz,et al.  Efficient and Accurate Parallel Genetic Algorithms , 2000, Genetic Algorithms and Evolutionary Computation.

[315]  Mauricio G. C. Resende,et al.  Designing and reporting on computational experiments with heuristic methods , 1995, J. Heuristics.

[316]  T. T. Binh MOBES : A multiobjective evolution strategy for constrained optimization problems , 1997 .

[317]  M. Köppen,et al.  Multiobjective Optimization by Nessy Algorithm , 1999 .

[318]  Giuseppe Munda,et al.  Multicriteria Evaluation in a Fuzzy Environment , 1995 .

[319]  Ashok D. Belegundu,et al.  A new genetic algorithm for multiobjective optimization , 1996 .

[320]  Clarisse Dhaenens,et al.  A Hybrid Evolutionary Approach for Multicriteria Optimization Problems: Application to the Flow Shop , 2001, EMO.

[321]  Jerzy Balicki,et al.  Multicriteria Evolutionary Algorithm with Tabu Search for Task Assignment , 2001, EMO.

[322]  W. Stadler Preference Optimality and Applications of Pareto-Optimality , 1975 .

[323]  John Buchanan,et al.  A naïve approach for solving MCDM problems: the GUESS method , 1997 .

[324]  이만형,et al.  Cultural Algorithms를 이용한 모터 제어기의 설계 , 1999 .

[325]  Frank Kursawe,et al.  A Variant of Evolution Strategies for Vector Optimization , 1990, PPSN.

[326]  Jyrki Wallenius,et al.  Comparative Evaluation of Some Interactive Approaches to Multicriterion Optimization , 1975 .

[327]  John H. Holland,et al.  Building Blocks, Cohort Genetic Algorithms, and Hyperplane-Defined Functions , 2000, Evolutionary Computation.

[328]  Geoffrey T. Parks,et al.  Multiobjective PWR reload core optimization using a genetic algorithm , 1995 .

[329]  Carlos A. Coello Coello,et al.  A Micro-Genetic Algorithm for Multiobjective Optimization , 2001, EMO.

[330]  Peter J. Fleming,et al.  Multiobjective gas turbine engine controller design using genetic algorithms , 1996, IEEE Trans. Ind. Electron..

[331]  Edmund K. Burke,et al.  Combining Hybrid Metaheuristics and Populations for the Multiobjective Optimisation of Space Allocation Problems , 2001 .

[332]  A. Dhingra,et al.  A genetic algorithm approach to single and multiobjective structural optimization with discrete–continuous variables , 1994 .

[333]  M. Ehrgott Approximation algorithms for combinatorial multicriteria optimization problems , 2000 .

[334]  Masahito Yamamoto,et al.  Evolutionary algorithms for nurse scheduling problem , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[335]  Carlos Artemio Coello-Coello,et al.  Theoretical and numerical constraint-handling techniques used with evolutionary algorithms: a survey of the state of the art , 2002 .

[336]  Joel N. Morse,et al.  Reducing the size of the nondominated set: Pruning by clustering , 1980, Comput. Oper. Res..

[337]  Dragan Cvetkovic,et al.  Evolutionary Multi-Objective Decision Support Systems for Conceptual Design , 2000 .

[338]  Andrzej Jaszkiewicz,et al.  Multiple objective metaheuristic algorithms for combinatorial optimization , 2001 .

[339]  Kalyanmoy Deb,et al.  A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimisation: NSGA-II , 2000, PPSN.

[340]  E. David Ford,et al.  MULTI-CRITERIA ASSESSMENT OF ECOLOGICAL PROCESS MODELS , 1999 .

[341]  C. Revelle,et al.  Heuristic concentration: Two stage solution construction , 1997 .

[342]  José L. Verdegay,et al.  Constrained Multiobjective Optimization by Evolutionary Algorithms , 1998 .

[343]  Niraj K. Jha,et al.  MOCSYN: multiobjective core-based single-chip system synthesis , 1999, DATE '99.

[344]  Jeffrey Horn,et al.  Multicriterion decision making , 1997 .

[345]  John W. Fowler,et al.  Comparison of Multiple Objective Genetic Algorithms for Parallel Machine Scheduling Problems , 2001, EMO.

[346]  G. Munda Multiple-criteria decision aid: Some epistemological considerations , 1993 .

[347]  F. Jim Pareto-optimality in Fuzzy Modeling , 1998 .

[348]  Xin Yao,et al.  Fast Evolutionary Programming , 1996, Evolutionary Programming.

[349]  C. Tseng,et al.  MINIMAX MULTIOBJECTIVE OPTIMIZATION IN STRUCTURAL DESIGN , 1990 .

[350]  Tapan P. Bagchi,et al.  Parto-Optimal Solutions for Multi-objective Production Scheduling Problems , 2001, EMO.

[351]  Singiresu S Rao,et al.  Multiobjective optimization in structural design with uncertain parameters and stochastic processes , 1984 .

[352]  Henri Pierreval,et al.  An evolutionary approach of multicriteria manufacturing cell formation , 1998 .

[353]  D. Casadei,et al.  Reduction of the torque ripple in permanent magnet actuators by a multi-objective minimization technique , 1998 .

[354]  M.R. de Almeida,et al.  The energy minimization method: a multiobjective fitness evaluation technique and its application to the production scheduling in a petroleum refinery , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[355]  Konstantinos G. Margaritis,et al.  An Experimental Study of Benchmarking Functions for Genetic Algorithms , 2002, Int. J. Comput. Math..

[356]  Mitsuo Gen,et al.  Improved Genetic Algorithm for Solving Multiobjective Solid Transportation Problem with Fuzzy Numbers , 1997 .

[357]  Niraj K. Jha,et al.  MOGAC: a multiobjective genetic algorithm for the co-synthesis of hardware-software embedded systems , 1997, 1997 Proceedings of IEEE International Conference on Computer Aided Design (ICCAD).

[358]  Penny Nii The blackboard model of problem solving , 1986 .

[359]  Ian C. Parmee,et al.  Preliminary airframe design using co-evolutionary multiobjective genetic algorithms , 1999 .

[360]  Dirk Thierens,et al.  Multi-objective mixture-based iterated density estimation evolutionary algorithms , 2001 .

[361]  Garrison W. Greenwood,et al.  An Evolutionary Approach to Hardware/ Software Partitioning , 1996, PPSN.

[362]  S. Obayashi,et al.  TRANSONIC WING DESIGN BY INVERSE OPTIMIZATION USING MOGA , 1998 .

[363]  Miao Li,et al.  Study of population diversity of multiobjective evolutionary algorithm based on immune and entropy principles , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[364]  Peter J. Fleming,et al.  Multiobjective genetic algorithms made easy: selection sharing and mating restriction , 1995 .

[365]  Ulrich Korn,et al.  Multicriteria Control System Design Using An Intelligent Evolution Strategy With Dynamical Constrain , 1997 .

[366]  C. R. Chow An evolutionary approach to search for NCR-boards , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[367]  C.Poloni Cpoloni,et al.  Parallelisation of Genetic Algorithm for Aerodynamic Design Optimisation , 1996 .

[368]  C. A. Coello Coello,et al.  A Comprehensive Survey of Evolutionary-Based Multiobjective Optimization Techniques , 1999, Knowledge and Information Systems.

[369]  Peter J. Fleming,et al.  Gas turbine engine controller design using multiobjective genetic algorithms , 1995 .

[370]  Min-Kyu Kim,et al.  Multiobjective optimal design of three-phase induction motor using improved evolution strategy , 1998 .

[371]  David G. Carmichael,et al.  Computation of pareto optima in structural design , 1980 .

[372]  Hiromitsu Takagi,et al.  Interactive evolutionary computation: Cooperation of computational intel-ligent and human kansei , 1998 .

[373]  Luca Maria Gambardella,et al.  MACS-VRPTW: a multiple ant colony system for vehicle routing problems with time windows , 1999 .

[374]  Zbigniew Michalewicz,et al.  Evolutionary Algorithms for Constrained Parameter Optimization Problems , 1996, Evolutionary Computation.

[375]  Pablo Moscato,et al.  On Evolution, Search, Optimization, Genetic Algorithms and Martial Arts : Towards Memetic Algorithms , 1989 .

[376]  Tughrul Arslan,et al.  Multi-objective design strategy for high-level low power design of DSP systems , 1999, ISCAS'99. Proceedings of the 1999 IEEE International Symposium on Circuits and Systems VLSI (Cat. No.99CH36349).

[377]  Neil A. Thacker,et al.  Automatic Parameter Selection for Object Recognition Using a Parallel Multiobjective Genetic Algorithm , 1997, CAIP.

[378]  Jason R. Schott Fault Tolerant Design Using Single and Multicriteria Genetic Algorithm Optimization. , 1995 .

[379]  Martijn C. J. Bot Improving Induction of Linear Classification Trees with Genetic Programming , 2000, GECCO.

[380]  Luca Maria Gambardella,et al.  Ant-Q: A Reinforcement Learning Approach to the Traveling Salesman Problem , 1995, ICML.

[381]  George Karypis,et al.  Introduction to Parallel Computing , 1994 .

[382]  Jonathan A. Wright,et al.  An Infeasibility Objective for Use in Constrained Pareto Optimization , 2001, EMO.

[383]  G. Soremekun Genetic Algorithms for Composite Laminate Design and Optimization , 1997 .

[384]  Marco Laumanns,et al.  A Spatial Predator-Prey Approach to Multi-objective Optimization: A Preliminary Study , 1998, PPSN.

[385]  J. Dennis,et al.  A closer look at drawbacks of minimizing weighted sums of objectives for Pareto set generation in multicriteria optimization problems , 1997 .

[386]  William B. Langdon Pareto, Population Partitioning, Price and Genetic Programming , 1995 .

[387]  Shapour Azarm,et al.  On a new constraint handling technique for Multi-Objective Genetic Algorithms , 2001 .

[388]  Kenneth Dean Boese,et al.  Models for iterative global optimization , 1996 .

[389]  F. Sibel Salman,et al.  Cooperative Strategies for Solving the Bicriteria Sparse Multiple Knapsack Problem , 2002, J. Heuristics.

[390]  S French,et al.  Multicriteria Methodology for Decision Aiding , 1996 .

[391]  David Q. Mayne,et al.  Differential dynamic programming , 1972, The Mathematical Gazette.

[392]  Ian C. Parmee Poor-Definition, Uncertainty, and Human Factors - Satisfying Multiple Objectives in Real-World Decision-Making Environments , 2001, EMO.

[393]  H. Abbass,et al.  PDE: a Pareto-frontier differential evolution approach for multi-objective optimization problems , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[394]  E. Ruspini,et al.  Automated qualitative description of measurements , 1999, IMTC/99. Proceedings of the 16th IEEE Instrumentation and Measurement Technology Conference (Cat. No.99CH36309).

[395]  Andrzej Jaszkiewicz,et al.  The Multiobjective Metaheuristic Approach for Optimization of Complex Manufacturing Systems , 1997 .

[396]  Ambrose Goicoechea,et al.  Multiobjective programing in watershed management: A study of the Charleston Watershed , 1976 .

[397]  Carlos A. Brizuela,et al.  Multi-objective Flow-Shop: Preliminary Results , 2001, EMO.

[398]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

[399]  F. Cheng,et al.  GENERALIZED CENTER METHOD FOR MULTIOBJECTIVE ENGINEERING OPTIMIZATION , 1999 .

[400]  S. Ranji Ranjithan,et al.  Constraint Method-Based Evolutionary Algorithm (CMEA) for Multiobjective Optimization , 2001, EMO.

[401]  Rajeev Kumar,et al.  Multiobjective genetic algorithm partitioning for hierarchical learning of high-dimensional pattern spaces: a learning-follows-decomposition strategy , 1998, IEEE Trans. Neural Networks.

[402]  D J Doorly,et al.  Optimisation of aerodynamic and coupled aerodynamic-structural design using parallel Genetic Algorithms , 1996 .

[403]  Jeffrey Horn,et al.  Multiobjective Optimization Using the Niched Pareto Genetic Algorithm , 1993 .

[404]  Teodor Marcu A Multiobjective Evolutionary Approach to Pattern Recognition for Robust Diagnosis of Process Faults , 1997 .

[405]  Bernard Roy,et al.  Problems and methods with multiple objective functions , 1971, Math. Program..

[406]  Philippe Fortemps,et al.  Performance of the MOSA Method for the Bicriteria Assignment Problem , 2000, J. Heuristics.

[407]  J. Rissanen,et al.  Modeling By Shortest Data Description* , 1978, Autom..

[408]  Neil A. Thacker,et al.  Optimal Pairwise Geometric Histograms , 1997, BMVC.

[409]  J. Kelsey,et al.  A methodology for selecting a 'characteristic' sample from an existing database: an evolutionary approach , 1996 .

[410]  E. L. Ulungu,et al.  MOSA method: a tool for solving multiobjective combinatorial optimization problems , 1999 .

[411]  Thomas G. Dietterich,et al.  Learning with Many Irrelevant Features , 1991, AAAI.

[412]  W. Cedeno,et al.  On the use of niching for dynamic landscapes , 1997, Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC '97).

[413]  Peter C. Fishburn,et al.  A Survey of Multiattribute/Multicriterion Evaluation Theories , 1978 .

[414]  D. W. Corne,et al.  A Comparison of Diverse Approaches to Memetic MultiobjectiveCombinatorial , 2000 .

[415]  Carlos A. Coello Coello,et al.  Design of combinational logic circuits through an evolutionary multiobjective optimization approach , 2002, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[416]  Dongkyung Nam,et al.  Parameter optimization of a voltage reference circuit using EP , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[417]  Samuel Karlin,et al.  Mathematical Methods and Theory in Games, Programming, and Economics , 1961 .

[418]  P. Bosman,et al.  An algorithmic framework for density estimation based evolutionary algorithms , 1999 .

[419]  B. Reardon,et al.  Optimization of Densification Modeling Parameters of Beryllium Powder Using a Fuzzy Logic Based Mult , 1997 .

[420]  Martin J. Oates,et al.  QoS based GA Parameter Selection for Autonomously Managed Distributed Information Systems , 1998, ECAI.

[421]  Hartmut Pohlheim,et al.  Genetic and evolutionary algorithm toolbox for use with matlab , 1994 .

[422]  Kathleen J. Mullen,et al.  Agricultural Policies in India , 2018, OECD Food and Agricultural Reviews.

[423]  Lotfi A. Zadeh,et al.  Optimality and non-scalar-valued performance criteria , 1963 .

[424]  Susan Craw,et al.  Applying Genetic Algorithms to Multi-Objective Land Use Planning , 2000, GECCO.

[425]  Ivo F. Sbalzariniy,et al.  Multiobjective optimization using evolutionary algorithms , 2000 .

[426]  Patrick D. Surry,et al.  A Multi-objective Approach to Constrained Optimisation of Gas Supply Networks: the COMOGA Method , 1995, Evolutionary Computing, AISB Workshop.

[427]  Günter Rudolph,et al.  Convergence properties of some multi-objective evolutionary algorithms , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[428]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[429]  P. B. Coaker,et al.  Applied Dynamic Programming , 1964 .

[430]  Martin J. Oates,et al.  PESA-II: region-based selection in evolutionary multiobjective optimization , 2001 .

[431]  Ben Paechter,et al.  Timetabling the Classes of an Entire University with an Evolutionary Algorithm , 1998, PPSN.

[432]  Geoffrey T. Parks,et al.  Selective Breeding in a Multiobjective Genetic Algorithm , 1998, PPSN.

[433]  Z. Michalewicz,et al.  Genocop III: a co-evolutionary algorithm for numerical optimization problems with nonlinear constraints , 1995, Proceedings of 1995 IEEE International Conference on Evolutionary Computation.

[434]  Allon J. Uhlmann Coevolution: genes, culture and human diversity , 1993 .

[435]  Geoffrey T. Parks,et al.  Multiobjective optimization of PWR reload core designs using simulated annealing , 1999 .

[436]  Lorraine R. Gardiner,et al.  Unified Interactive Multiple Objective Programming: An Open Architecture For Accommodating New Procedures , 1994 .

[437]  George A. Hazelrigg,et al.  The Implications of Arrow’s Impossibility Theorem on Approaches to Optimal Engineering Design , 1996 .

[438]  William B. Langdon,et al.  Using data structures within genetic programming , 1996 .

[439]  Shigeru Obayashi,et al.  Multiobjective Genetic Algorithm for Multidisciplinary Design of Transonic Wing Planform , 1997 .

[440]  Hisao Ishibuchi,et al.  Multi-objective genetic local search algorithm , 1996, Proceedings of IEEE International Conference on Evolutionary Computation.

[441]  K. Dejong,et al.  An analysis of the behavior of a class of genetic adaptive systems , 1975 .

[442]  Ian C. Parmee,et al.  Multi-objective Optimisation and Preliminary Airframe Design , 1998 .

[443]  Rolf Drechsler,et al.  Learning Heuristics for OBDD Minimization by Evolutionary Algorithms , 1996, PPSN.

[444]  Peter J. Fleming,et al.  Multiobjective Genetic Programming: A Nonlinear System Identification Application , 1997 .

[445]  Kalyanmoy Deb,et al.  Messy Genetic Algorithms: Motivation, Analysis, and First Results , 1989, Complex Syst..

[446]  Lucien Duckstein Multiobjective Optimization in Structural Design: The Model Choice Problem , 1981 .

[447]  Lawrence Davis,et al.  Genetic Algorithms and Simulated Annealing , 1987 .

[448]  Hikaru Inooka,et al.  Multiobjective control systems design by genetic algorithms , 1995, SICE '95. Proceedings of the 34th SICE Annual Conference. International Session Papers.

[449]  Neil H. Eklund,et al.  Determining the Color-Efficiency Pareto Optimal Surface for Filtered Light Sources , 2001, EMO.

[450]  Jamshid Ghaboussi,et al.  A new method of reduced order feedback control using Genetic Algorithms , 1999 .

[451]  R. Courant Variational methods for the solution of problems of equilibrium and vibrations , 1943 .

[452]  Marley M. B. R. Vellasco,et al.  Artificial evolution of active filters: a case study , 1999, Proceedings of the First NASA/DoD Workshop on Evolvable Hardware.

[453]  William Crossley,et al.  Genetic Algorithm approaches for multiobjective design of rotor systems , 1996 .

[454]  Marc Roubens,et al.  Multiple criteria decision making , 1994 .

[455]  M. Sakawa,et al.  An interactive fuzzy method for multiobjective 0–1 programming problems with fuzzy number criteria using genetic algorithms , 1998 .

[456]  A. Osyczka An approach to multicriterion optimization problems for engineering design , 1978 .

[457]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[458]  John W. Fowler,et al.  A multi-population genetic algorithm to solve multi-objective scheduling problems for parallel machines , 2003, Comput. Oper. Res..

[459]  C. Coello,et al.  CONSTRAINT-HANDLING USING AN EVOLUTIONARY MULTIOBJECTIVE OPTIMIZATION TECHNIQUE , 2000 .

[460]  H. H. Rosenbrock,et al.  An Automatic Method for Finding the Greatest or Least Value of a Function , 1960, Comput. J..

[461]  Freerk A. Lootsma Multi-Objective Linear Programming , 1999 .

[462]  J. L. Coulomb,et al.  Genetic algorithm and Taylor development of the finite element solution for shape optimization of electromagnetic devices , 1998 .

[463]  G. McCormick,et al.  Extensions of SUMT for Nonlinear Programming: Equality Constraints and Extrapolation , 1966 .

[464]  C. Emmanouilidis,et al.  A multiobjective evolutionary setting for feature selection and a commonality-based crossover operator , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[465]  R. S. Laundy,et al.  Multiple Criteria Optimisation: Theory, Computation and Application , 1989 .

[466]  I. C. Parmee,et al.  Genetic algorithm-based multi-objective optimisation and conceptual engineering design , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[467]  Marco Laumanns,et al.  On the Effects of Archiving, Elitism, and Density Based Selection in Evolutionary Multi-objective Optimization , 2001, EMO.

[468]  Tessa Sayers,et al.  THE MULTI-OBJECTIVE OPTIMISATION OF A TRAFFIC CONTROL SYSTEM. , 1999 .

[469]  Byoung-Tak Zhang,et al.  Adaptive fitness functions for dynamic growing/pruning of program trees , 1996 .

[470]  Jacques Teghem,et al.  Efficiency of interactive multi-objective simulated annealing through a case study , 1998, J. Oper. Res. Soc..

[471]  Willard Van Orman Quine,et al.  A Way to Simplify Truth Functions , 1955 .

[472]  Kalyanmoy Deb,et al.  RapidAccurate Optimization of Difficult Problems Using Fast Messy Genetic Algorithms , 1993, ICGA.

[473]  Kaisa Miettinen,et al.  Nonlinear multiobjective optimization , 1998, International series in operations research and management science.

[474]  David Corne,et al.  A Comparative Assessment of Memetic, Evolutionary, and Constructive Algorithms for the Multiobjectiv , 1997 .

[475]  Charles W. Carroll The Created Response Surface Technique for Optimizing Nonlinear, Restrained Systems , 1961 .

[476]  Mitsuo Gen,et al.  Genetic algorithms and engineering design , 1997 .

[477]  Dorothea Heiss-Czedik,et al.  An Introduction to Genetic Algorithms. , 1997, Artificial Life.

[478]  K. Deb An Efficient Constraint Handling Method for Genetic Algorithms , 2000 .

[479]  L. Cranor,et al.  Declared-strategy voting: an instrument for group decision-making , 1996 .

[480]  Andrew J. Chipperfield,et al.  Evolutionary design of gas turbine aero-engine controllers , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[481]  Xavier Gandibleux,et al.  The Supported Solutions Used as a Genetic Information in a Population Heuristics , 2001, EMO.

[482]  John S. Gero,et al.  Evolutionary learning of novel grammars for design improvement , 1994, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[483]  Alberto Maria Segre,et al.  Programs for Machine Learning , 1994 .

[484]  Bruce E. Hajek,et al.  Cooling Schedules for Optimal Annealing , 1988, Math. Oper. Res..

[485]  Thierry Marchant,et al.  Evaluation and Decision Models: A Critical Perspective , 2000 .

[486]  M. Salukvadze,et al.  On the existence of solutions in problems of optimization under vector-valued criteria , 1974 .

[487]  Francesco Mason,et al.  Genetic Algorithm with Redundancies for the Vehicle Scheduling Problem , 1995 .

[488]  El-Ghazali Talbi,et al.  A multiobjective genetic algorithm for radio network optimization , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[489]  Russell C. Eberhart,et al.  Comparison between Genetic Algorithms and Particle Swarm Optimization , 1998, Evolutionary Programming.

[490]  Hesham H. Ali,et al.  Task scheduling in parallel and distributed systems , 1994, Prentice Hall series in innovative technology.

[491]  Joshua D. Knowles,et al.  A comparison of encodings and algorithms for multiobjective minimum spanning tree problems , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[492]  Ricardo P. Beausoleil Multiple Criteria Scatter Search , 2001 .

[493]  Jacques Periaux,et al.  A Genetic Algorithm for Multiobjective Design Optimization in Aerodynamics and Electromagnetics , 1998 .

[494]  S. K. Feiner 8. Conclusions , 1995 .

[495]  Domenico Quagliarella,et al.  Airfoil and wing design through hybrid optimization strategies , 1998 .

[496]  C. Sechen Simulated Annealing Algorithm , 2017 .

[497]  Peter J. Fleming,et al.  Including real-life problem preferences in genetic algorithms to improve optimisation of production schedules , 1997 .

[498]  Min Qiu,et al.  Prioritising and scheduling road projects by genetic algorithm , 1997 .

[499]  Mitsuo Gen,et al.  An adaptive hyperplane approach for multiple objective optimization problems with complex constraints , 2000 .

[500]  G. F. Uler,et al.  Utilizing genetic algorithms for the optimal design of electromagnetic devices , 1994, Proceedings IEEE Southeastcon '95. Visualize the Future.

[501]  Domenico Quagliarella,et al.  Inverse and Direct Airfoil Design Using a Multiobjective Genetic Algorithm , 1997 .

[502]  Marco Laumanns,et al.  Mutation Control and Convergence in Evolutionary Multi-Object Optimization , 2001 .

[503]  Erick Cantú-Paz,et al.  A Survey of Parallel Genetic Algorithms , 2000 .

[504]  Ching-Lai Hwang,et al.  Group decision making under multiple criteria , 1987 .

[505]  Gang Wang,et al.  Simultaneous Multi-Level Evolution , 1996 .

[506]  Aharon Ben-Tal,et al.  Characterization of Pareto and Lexicographic Optimal Solutions , 1980 .

[507]  W. Stadler NATURAL STRUCTURAL SHAPES (THE STATIC CASE) , 1978 .

[508]  Kit Po Wong,et al.  Hybrid GA/SA algorithms for evaluating trade-off between economic cost and environmental impact in generation dispatch , 1995, Proceedings of 1995 IEEE International Conference on Evolutionary Computation.

[509]  Sushil J. Louis,et al.  Genetic algorithms as a computational tool for design , 1993 .

[510]  Y Chen,et al.  A genetic algorithm approach to optimization for the radiological worker allocation problem. , 1996, Health physics.

[511]  Neil A. Thacker,et al.  Optimising object recognition parameters using a parallel multiobjective genetic algorithm , 1997 .

[512]  Michael P. Fourman,et al.  Compaction of Symbolic Layout Using Genetic Algorithms , 1985, ICGA.

[513]  R. Storn,et al.  Differential Evolution - A simple and efficient adaptive scheme for global optimization over continuous spaces , 2004 .

[514]  Jorge Pinho de Sousa,et al.  Using metaheuristics in multiobjective resource constrained project scheduling , 2000, Eur. J. Oper. Res..

[515]  David E. Goldberg,et al.  Genetic algorithm design of Pareto optimal broadband microwave absorbers , 1996 .

[516]  Leslie Lamport,et al.  Basic Concepts , 1981, Advanced Course: Distributed Systems.

[517]  E. Antonsson,et al.  Arrow's Theorem and Engineering Design Decision Making , 1999 .

[518]  K. Stanislaw,et al.  A new constraint tournament selection method for multicriteria optimization using genetic algorithm , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[519]  Rolf Drechsler,et al.  Multi-objective Optimisation Based on Relation Favour , 2001, EMO.

[520]  David S. Todd,et al.  MULTIPLE CRITERIA GENETIC ALGORITHMS IN ENGINEERING DESIGN AND OPERATION , 1997 .

[521]  Hisao Ishibuchi,et al.  Three-objective optimization in linguistic function approximation , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[522]  Anikó Ekárt,et al.  Selection Based on the Pareto Nondomination Criterion for Controlling Code Growth in Genetic Programming , 2001, Genetic Programming and Evolvable Machines.

[523]  E. F. Khor,et al.  Evolutionary algorithms with goal and priority information for multi-objective optimization , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[524]  K. Deb Non-linear Goal Programming Using Multi-Objective Genetic Algorithms , 1998 .

[525]  Michael Pilegaard Hansen,et al.  Metaheuristics for multiple objective combinatorial optimization , 1998 .

[526]  Kay Chen Tan,et al.  Exploratory multi-objective evolutionary algorithm: performance study and comparisons , 2001 .

[527]  Tomoyuki Hiroyasu,et al.  DIVIDED RANGE GENETIC ALGORITHMS IN MULTIOBJECTIVE OPTIMIZATION PROBLEMS , 1999 .

[528]  Sang M. Lee,et al.  Goal programming for decision analysis , 1972 .

[529]  Habib Youssef,et al.  Fuzzy Evolutionary Hybrid Metaheuristic for Network Topology Design , 2001, EMO.

[530]  Jeffrey Horn,et al.  The Niched Pareto Genetic Algorithm 2 Applied to the Design of Groundwater Remediation Systems , 2001, EMO.

[531]  Masahiro Tanaka,et al.  GA-based decision support system for multicriteria optimization , 1995, 1995 IEEE International Conference on Systems, Man and Cybernetics. Intelligent Systems for the 21st Century.

[532]  R. L. Keeney,et al.  Decisions with Multiple Objectives: Preferences and Value Trade-Offs , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[533]  Z. Michalewicz,et al.  Your brains and my beauty: parent matching for constrained optimisation , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[534]  Nordin Abu Bakar,et al.  Adaptive genetic algorithms , 2000 .

[535]  N. Mori,et al.  A thermodynamical selection rule for the genetic algorithm , 1995, Proceedings of 1995 IEEE International Conference on Evolutionary Computation.

[536]  J. M. Cadenas,et al.  A Genetic Algorithm for the Multiobjective Solid Transportation Problem: A Fuzzy Approach , 1994 .

[537]  Evan J. Hughes,et al.  Multi-objective Evolutionary Design of Fuzzy Autopilot Controller , 2001, EMO.

[538]  Ivo F. Sbalzarini,et al.  Microchannel Optimization Using Multiobjective Evolution Strategies , 2001, EMO.

[539]  Marco Dorigo,et al.  Distributed Optimization by Ant Colonies , 1992 .

[540]  R. Barton,et al.  Simulated annealing heuristics for the average flow-time and the number of tardy jobs bi-criteria identical parallel machine problem , 1997 .

[541]  S. Ranji Ranjithan,et al.  The Neighborhood Constraint Method: A Genetic Algorithm-Based Multiobjective Optimization Technique , 1997, ICGA.

[542]  Tapabrata Ray,et al.  An Evolutionary Algorithm for Constrained Optimization , 2000, GECCO.

[543]  Georges M. Fadel,et al.  Bi-objective optimization of components packing using a genetic algorithm , 1996 .

[544]  D. Stoyan Random Sets: Models and Statistics , 1998 .

[545]  E. Fernandez-Gonzales,et al.  A genetic algorithm for deriving final ranking from a fuzzy outranking relation , 1999 .

[546]  J M Smith,et al.  Evolution and the theory of games , 1976 .

[547]  Andrzej Osyczka,et al.  Evolutionary Algorithms for Multicriteria Optimization with Selecting a Representative Subset of Pareto Optimal Solutions , 2001, EMO.

[548]  M. A. Stuchly,et al.  Electromagnetic System Design Using Genetic Algorithms , 1999 .

[549]  Michael Kolonko,et al.  Multidimensional Optimization with a Fuzzy Genetic Algorithm , 1998, J. Heuristics.

[550]  Russell C. Eberhart,et al.  Parameter Selection in Particle Swarm Optimization , 1998, Evolutionary Programming.

[551]  F. A. D.,et al.  Development and Evolution; including Psychophysical Evolution, Evolution by Orthoplasy, and the Theory of Genetic Modes , 1903, Nature.

[552]  C. Mariano,et al.  Aprendizaje por refuerzo en optimización multiobjetivo , 1999 .

[553]  Larry J. Eshelman,et al.  Representation and Hidden Bias II: Eliminating Defining Length Bias in Genetic Search via Shuffle Crossover , 1989, IJCAI.

[554]  Eduardo F. Morales,et al.  A New Approach for the Solution of Multiple Objective Optimization Problems Based on Reinforcement Learning , 2000, MICAI.

[555]  Sadiq M. Sait,et al.  Fuzzy simulated evolution algorithm for topology design of campus networks , 2000, Proceedings of the 2000 Congress on Evolutionary Computation. CEC00 (Cat. No.00TH8512).

[556]  Yacov Y. Haimes,et al.  Approach to performance and sensitivity multiobjective optimization: The goal attainment method , 1975 .

[557]  Peter J. Fleming,et al.  Multi-objective optimisation of distributed active magnetic bearing controllers , 1997 .

[558]  John A. W. McCall,et al.  Multi-objective Optimisation of Cancer Chemotherapy Using Evolutionary Algorithms , 2001, EMO.

[559]  M. Sakawa,et al.  Interactive decision making for fuzzy multiobjective 0-1 programs through genetic algorithms with double strings , 1997, Proceedings of 6th International Fuzzy Systems Conference.

[560]  Günter Rudolph,et al.  Evolutionary Search for Minimal Elements in Partially Ordered Finite Sets , 1998, Evolutionary Programming.

[561]  Günter Rudolph,et al.  A partial order approach to noisy fitness functions , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[562]  Siavash Khajehpour Optimal conceptual design of high-rise office buildings , 2001 .

[563]  Robin Allenson,et al.  Genetic Algorithms with Gender for Multi-function Optimisation , 1992 .

[564]  Ambrose Goicoechea,et al.  Multiple objectives under uncertainty: An illustrative application of protrade , 1979 .

[565]  Amâncio Santos,et al.  Constrained GA applied to production and energy management of a pulp and paper mill , 1999, SAC '99.

[566]  Ben J. A. Kröse,et al.  Learning from delayed rewards , 1995, Robotics Auton. Syst..

[567]  Yeongho Kim,et al.  Sequencing in mixed model assembly lines: A genetic algorithm approach , 1996, Comput. Oper. Res..

[568]  Mitsuo Gen,et al.  Evolutionary computation for multicriteria solid transportation problem with fuzzy numbers , 1996, Proceedings of IEEE International Conference on Evolutionary Computation.

[569]  Jongsoo Lee,et al.  Parallel Genetic Algorithm Implementation in Multidisciplinary Rotor Blade Design , 1996 .

[570]  Gary B. Lamont,et al.  A distributed architecture for a self-adaptive computer virus immune system , 1999 .

[571]  Hajime Kita,et al.  Integration of multi-objective and interactive genetic algorithms and its application to animation design , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[572]  Dongkon Lee MULTIOBJECTIVE DESIGN OF A MARINE VEHICLE WITH AID OF DESIGN KNOWLEDGE , 1997 .

[573]  G. Van Huylenbroeck,et al.  The conflict analysis method: bridging the gap between ELECTRE, PROMETHEE and ORESTE , 1995 .

[574]  Emile H. L. Aarts,et al.  Simulated annealing and Boltzmann machines - a stochastic approach to combinatorial optimization and neural computing , 1990, Wiley-Interscience series in discrete mathematics and optimization.

[575]  Filippo Menczer,et al.  Efficient and Scalable Pareto Optimization by Evolutionary Local Selection Algorithms , 2000, Evolutionary Computation.

[576]  Paolo Serafini,et al.  Some Considerations about Computational Complexity for Multi Objective Combinatorial Problems , 1987 .

[577]  Carlos M. Fonseca,et al.  Inferential Performance Assessment of Stochastic Optimisers and the Attainment Function , 2001, EMO.

[578]  S. Kundu,et al.  A Multicriteria Approach to Control System Design with Genetic Algorithm , 1996 .

[579]  John Rachlin,et al.  Enhancing the decision-making process for paper mill schedulers , 1999 .

[580]  Eric V. Siegel,et al.  Genetically optimizing the speed of programs evolved to play tetris , 1996 .

[581]  Tomoyuki Hiroyasu,et al.  Distributed genetic algorithms with a new sharing approach in multiobjective optimization problems , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[582]  K. C. Seow,et al.  MULTIOBJECTIVE DESIGN OPTIMIZATION BY AN EVOLUTIONARY ALGORITHM , 2001 .

[583]  Emile H. L. Aarts,et al.  Simulated Annealing: Theory and Applications , 1987, Mathematics and Its Applications.

[584]  M. Repetto,et al.  Multiobjective optimization in magnetostatics: a proposal for benchmark problems , 1996 .

[585]  Lothar Thiele,et al.  Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach , 1999, IEEE Trans. Evol. Comput..

[586]  Stephen Norris,et al.  Pareto-optimal controller gains generated by a genetic algorithm , 1998 .

[587]  Pierre M. Grignon Detc99/dac-8576 Multiobjective Optimization by Iterative Genetic Algorithm , 1999 .

[588]  Hajime Kita,et al.  Multi-Objective Optimization by Means of the Thermodynamical Genetic Algorithm , 1996, PPSN.

[589]  L. Darrell Whitley,et al.  Cellular Genetic Algorithms , 1993, ICGA.

[590]  G. Rudolph On a multi-objective evolutionary algorithm and its convergence to the Pareto set , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[591]  Steven G. Louie,et al.  A Monte carlo simulated annealing approach to optimization over continuous variables , 1984 .

[592]  Lothar Thiele,et al.  An evolutionary algorithm for multiobjective optimization: the strength Pareto approach , 1998 .

[593]  Alan S. Perelson,et al.  Population Diversity in an Immune System Model: Implications for Genetic Search , 1992, FOGA.

[594]  R. J. Balling,et al.  The maximin fitness function for multi-objective evolutionary computation: application to city planning , 2001 .

[595]  Eric Michielssen,et al.  Integer coded Pareto genetic algorithm design of constrained antenna arrays , 1996 .

[596]  Thomas Hanne,et al.  On the convergence of multiobjective evolutionary algorithms , 1999, Eur. J. Oper. Res..

[597]  R. Nakano,et al.  Genetic algorithm for information operator scheduling , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[598]  A. Vicini,et al.  Sub-population policies for a parallel multiobjective genetic algorithm with applications to wing design , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).