莱维飞行与粒子群的混合搜索算法Hybrid Search Algorithm on Particle Swarm Optimization and Levy Flight
牛海帆,宋卫平,宁爱平
摘要(Abstract):
粒子群算法在解决多维的复杂优化问题时,存在收敛精度不高和易陷入局部收敛等不足,针对这些问题,将莱维飞行与偏好随机游动引入粒子群算法中,提出莱维飞行与粒子群的混合搜索算法。在该算法的解更新过程中,采用莱维飞行、偏好随机游动与粒子群算法的更新方程以串行方式对得到的解进行更新寻优。实验结果表明,改进后的混合算法与粒子群算法相比较,加快了收敛速度,提高了搜索精度。
关键词(KeyWords): 粒子群优化算法;莱维飞行;函数优化
基金项目(Foundation): 太原科技大学博士科研启动基金(20142003);太原科技大学研究生科技创新项目(20145019)
作者(Author): 牛海帆,宋卫平,宁爱平
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