Improved extremal optimization for the asymmetric traveling salesman problem
Yu-Wang Chen,
Yao-Jia Zhu,
Gen-Ke Yang and
Yong-Zai Lu
Physica A: Statistical Mechanics and its Applications, 2011, vol. 390, issue 23, 4459-4465
Abstract:
This paper presents an improved extremal optimization (IEO) algorithm for solving the asymmetric traveling salesman problem (ATSP). At each update step, the IEO algorithm proceeds through two main steps: extremal dynamics and cooperative optimization. As an improvement of extremal optimization (EO), the IEO provides a general combinatorial optimization framework by emphasizing the step of cooperative optimization. In the paper, an effective cooperative optimization strategy with combination of greedy search and random walk is designed in terms of the microscopic characteristics of the ATSP solutions. Simulation results on a set of benchmark ATSP instances show that the proposed IEO algorithm provides satisfactory performance on computational effectiveness and efficiency.
Keywords: Self-organized criticality; Extremal dynamics; Cooperative optimization; Asymmetric traveling salesman problem (search for similar items in EconPapers)
Date: 2011
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Citations: View citations in EconPapers (2)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:390:y:2011:i:23:p:4459-4465
DOI: 10.1016/j.physa.2011.06.070
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