Creator of Knowledge
Information Resources Management Association
Advancing the Concepts & Practices of Information Resources Management in Modern Organizations

A Complementary Cyber Swarm Algorithm

A Complementary Cyber Swarm Algorithm
View Sample PDF
Author(s): Peng-Yeng Yin (National Chi Nan University, Taiwan), Fred Glover (OptTek Systems, Inc., USA), Manuel Laguna (University of Colorado, USA) and Jia-Xian Zhu (National Chi Nan University, Taiwan)
Copyright: 2013
Pages: 20
Source title: Recent Algorithms and Applications in Swarm Intelligence Research
Source Author(s)/Editor(s): Yuhui Shi (Southern University of Science and Technology (SUSTech), China)
DOI: 10.4018/978-1-4666-2479-5.ch002


View A Complementary Cyber Swarm Algorithm on the publisher's website for pricing and purchasing information.


A recent study (Yin et al., 2010) showed that combining particle swarm optimization (PSO) with the strategies of scatter search (SS) and path relinking (PR) produces a Cyber Swarm Algorithm that creates a more effective form of PSO than methods that do not incorporate such mechanisms. This paper proposes a Complementary Cyber Swarm Algorithm (C/CyberSA) that performs in the same league as the original Cyber Swarm Algorithm but adopts different sets of ideas from the tabu search (TS) and the SS/PR template. The C/CyberSA exploits the guidance information and restriction information produced in the history of swarm search and the manipulation of adaptive memory. Responsive strategies using long term memory and path relinking implementations are proposed that make use of critical events encountered in the search. Experimental results with a large set of challenging test functions show that the C/CyberSA outperforms two recently proposed swarm-based methods by finding more optimal solutions while simultaneously using a smaller number of function evaluations. The C/CyberSA approach further produces improvements comparable to those obtained by the original CyberSA in relation to the Standard PSO 2007 method (Clerc, 2008).

Related Content

Rafael Martí, Juan-José Pantrigo, Abraham Duarte, Vicente Campos, Fred Glover. © 2013. 21 pages.
Peng-Yeng Yin, Fred Glover, Manuel Laguna, Jia-Xian Zhu. © 2013. 20 pages.
Volodymyr P. Shylo, Oleg V. Shylo. © 2013. 10 pages.
Tabitha James, Cesar Rego. © 2013. 19 pages.
Gary G. Yen, Wen-Fung Leong. © 2013. 25 pages.
Shi Cheng, Yuhui Shi, Quande Qin. © 2013. 29 pages.
Xin-She Yang. © 2013. 12 pages.
Body Bottom