Transcription of Multiobjective Optimization - UCCS
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Multiobjective Optimization - UCCS
IntroductionPareto-Optimal SolutionsEvolution of Multi-Objective GAApproaches to Multi-objective GAMulti-objective OptimizationJugal K. KalitaUniversity of Colorado, Colorado Springs, USAM ulti-objective OptimizationIntroductionPareto-Optimal SolutionsEvolution of Multi-Objective GAApproaches to Multi-objective GASingle vs. Multi-objective OptimizationSingle vs. Multi-objective OptimizationISingle Objective Optimization :When an optimizationproblem involves only one objective function, the task offinding the optimal solution is called :Find a CAR for me with Minimum Optimization :When an optimizationproblem involves more than one objective function, thetask of finding one or more optimal solutions is known asmulti-objective :Find a CAR for me with minimum cost andmaximum of Colorado, Colorado Springs, USAM ulti-objective OptimizationIntroductionPareto-Optimal SolutionsEvolution of Multi-Objective GAApproaches to Multi-objective GAMulti-objective Optimization : IntroductionMulti-objective ProblemsIProblems with more than one objective function, typicallyconflicting objectivesICars Example: Maximize luxury vs.
Genetic Algorithms and Engineering Optimization, John Wiley & Sons, New York, 2000. I Non-dominated Sorting Genetic Algorithm II (NSGAII): Deb, K., A. Pratap, S. Agarwal & T. Meyarivan: “A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II” IEEE Trans. on Evolutionary Comput., 2002 University of Colorado, Colorado Springs, USA
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