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一种改进的小生境遗传算法在多目标优化中的应用 被引量:2

APPLYING IMPROVED NICHE GENERIC ALGORITHM TO THE MULTI-OBJECTIVE OPTIMIZATION
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摘要 引入个体迁徙和捕猎行为的模拟,改进小生境遗传算法的思想,以加快Pareto最优解的收敛速度和保证解的多样性,使得改进的算法更适合于多目标优化求解。计算实例表明,与SPEA算法相比,所提出的算法更优越。 The paper introduces the idea of simulating the activities of individual migration and predation to improve the niche genetic algo- rithm so as to accelerate the convergence speed of the Pareto-optimal set as well as to maintain the diversity of the solutions, the improved algorithm is more suitable to solve the multi-objective optimization problem. The computation instance shows that compared with the SPEA algorithm,the algorithm proposed in this paper is superior to some extents.
出处 《计算机应用与软件》 CSCD 北大核心 2008年第11期16-19,共4页 Computer Applications and Software
基金 国家自然基金资助(60475019)
关键词 多目标优化 遗传算法 捕猎者 PARETO最优解 Multi-objective optimization Genetic algorithm Predator Pareto-optimal set
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