Modified cuckoo search: A new gradient free optimisation algorithm

作者:Walton S*; Hassan O; Morgan K; Brown M R
来源:Chaos Solitons & Fractals, 2011, 44(9): 710-718.
DOI:10.1016/j.chaos.2011.06.004

摘要

A new robust optimisation algorithm, which can be regarded as a modification of the recently developed cuckoo search, is presented. The modification involves the addition of information exchange between the top eggs, or the best solutions. Standard optimisation benchmarking functions are used to test the effects of these modifications and it is demonstrated that, in most cases, the modified cuckoo search performs as well as, or better than, the standard cuckoo search, a particle swarm optimiser, and a differential evolution strategy. In particular the modified cuckoo search shows a high convergence rate to the true global minimum even at high numbers of dimensions.

  • 出版日期2011-9