混沌驱动进化算法:一种新的优化方法

R. Šenkeřík, Michal Pluhacek, Z. Oplatková
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引用次数: 0

摘要

本研究涉及混沌驱动进化算法差分进化概念的初步研究。本文的目的是将二维简单混沌系统Lozi映射以混沌伪随机数生成器的形式嵌入差分进化。我们感兴趣的混沌系统是离散耗散系统。对标准基准施韦费尔测试函数在高维上进行了重复模拟。最后,将所得结果与典型差分进化进行了比较。
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Chaos Driven Evolutionary Algorithm: a Novel Approach for Optimization
This research deals with the initial investigations on the concept of a chaos-driven evolutionary algorithm Differential evolution. This paper is aimed at the embedding of simple two-dimensional chaotic system, which is Lozi map, in the form of chaos pseudo random number generator for Differential Evolution. The chaotic system of interest is the discrete dissipative system. Repeated simulations were performed on standard benchmark Schwefel’s test function in higher dimensions. Finally, the obtained results are compared with canonical Differential Evolution.
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