BMPGA: A Bi-objective Multi-population Genetic Algorithm
jie yao
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BMPGA: A Bi-objective Multi-population Genetic Algorithm

with Applications to Multi-modal Optimization Problems

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This dissertation presents a novel Bi-objectiveMulti-population Genetic Algorithm (BMPGA) formultimodal optimization problems. BMPGA isdistinguished by its use of two separate butcomplementary fitness objectives designed to enhancethe diversity of the overall population andexploration of the search space. This is coupled witha multi-population strategy and a clustering scheme,both of which together focus selection pressurewithin sub-populations, resulting in improvedexploitation of promising optimum areas as well aseffective identification and retention of potentialoptima. The practical value ...