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控制理论与应用 2004
Hypothesis-test based genetic algorithm for stochastic optimization problems
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Abstract:
To effectively solve the stochastic optimization problems with (non-deterministic) (and) (multi-modal) (properties,)(a) (class) (of) (hypothesis-test) (based) (genetic) (algorithm) (is) (proposed.) (The) (algorithm) (performs) (reasonable) (estimation) (by) (multiple) (evaluations,)(searches) (the) (design) (space) (effectively) (via) (genetic) (operators,)(and) (enhances) (the) (searching) (ability) (and) (population) (diversity) (by) (hypothesis) (test) (to) (overcome) (premature) (convergence.) (Based) (on) (typical) (stochastic) (functional) (and) (combinatorial) (optimization) (problems,)(the) (effects) (of) (hypothesis) (test,)(performance) (estimation) (number) (and) (magnitude) (of) (noise) (on) (the) (performance) (of) (the) (approach) (are) (studied,)(and) (the) (effectiveness) (and) (robustness) (of) (the) (proposed) (approach) (are) demonstrated.