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基于“优胜劣汰”原则的差异算子
New differentia operator based on principle of“selecting the superior and eliminating the inferior”
【摘要】 借鉴生物学中“优胜劣汰”的原则,引入一种新的遗传算子,从而对传统的遗传算法(GA)进行改进。该算子的引入达到了扩大搜索空间、提高收敛速度、保持群体中个体多样性的目的。通过函数优化测试,结果表明:算子提高了GA对全局最优解的搜索能力和收敛速度。进一步对其相关参数设置的研究,将会使GA在众多实际的优化问题上具有更广泛的应用前景。
【Abstract】 Using for reference to the principle of "selecting the superior and eliminating the inferior" in biology, the traditional genetic algorithm (GA) is improved by introducing a new genetic operator. The operator reach the purpose that enlarges the search space, increase the convergent speed and keep individual’s diversity among the population. Via the functions optimizing tests, the results show that the operator improve the ability of searching an optimum solution and increase the convergent speed. More studies on how to get the better parameters setting make GA apply to a lot of practical optimum problems in the further.
【Key words】 selecting the superior and eliminatingthe inferior; genetic algorithm; differentia operator; local optimum; globaloptimum;
- 【文献出处】 计算机工程与设计 ,Computer Engineering and Design , 编辑部邮箱 ,2006年16期
- 【分类号】TP18
- 【下载频次】38