An integrated cuckoo search optimizer for single and multi-objective optimization problems

Author:

Qi Xiangbo1,Yuan Zhonghu1,Song Yan2

Affiliation:

1. School of Mechanical Engineering, Shenyang University, Shenyang, China

2. School of Physics, Liaoning University, Shenyang, China

Abstract

Integrating heterogeneous biological-inspired strategies and mechanisms into one algorithm can avoid the shortcomings of single algorithm. This article proposes an integrated cuckoo search optimizer (ICSO) for single objective optimization problems, which incorporates the multiple strategies into the cuckoo search (CS) algorithm. The paper also considers the proposal of multi-objective versions of ICSO called MOICSO. The two algorithms presented in this paper are benchmarked by a set of benchmark functions. The comprehensive analysis of the experimental results based on the considered test problems and comparisons with other recent methods illustrate the effectiveness of the proposed integrated mechanism of different search strategies and demonstrate the performance superiority of the proposed algorithm.

Funder

National Key R&D Program of China

Publisher

PeerJ

Subject

General Computer Science

Reference32 articles.

1. A tabu search-based algorithm for the fuzzy clustering problem;Al-Sultan;Pattern Recognition,1997

2. Bernstain-search differential evolution algorithm for numerical function optimization;Civicioglu;Expert Systems with Applications,2019

3. A fast and elitist multiobjective genetic algorithm: NSGA-II;Deb;IEEE Transactions on Evolutionary Computation,2002

4. Scalable multiobjective optimization test problems;Deb,2002

5. Ant colony system: a cooperative learning approach to the traveling salesman problem;Dorigo;IEEE Transactions on Evolutionary Computation,1997

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3