4.4 Article

An effective fireworks algorithm for warehouse-scheduling problem

出版社

SAGE PUBLICATIONS LTD
DOI: 10.1177/0142331215600047

关键词

Fireworks algorithm; heuristic algorithm; local search; travel time analysis; warehouse scheduling

资金

  1. National Natural Science Foundation of China [61305078, 61074032, 61179041]
  2. Shaoxing City Public Technology Applied Research Project [2013B70004]

向作者/读者索取更多资源

This paper proposes an effective fireworks algorithm (FWA), which is a new heuristic algorithm inspired by the phenomenon of a fireworks display, to solve the warehouse-scheduling problem. First, a real-world warehouse-scheduling problem is described in detail, and it is formulated as a constrained single-objective optimization problem. Then an effective FWA, FWA-LSCM, is developed by combining with a local search method and chaotic mutation, which are used to balance the exploration and exploitation of FWA. The experimental results show that FWA-LSCM is a competitive algorithm for a set of 2013 Congress on Evolutionary Computation (CEC) benchmark functions. Finally, the proposed FWA-LSCM is successfully applied to the warehouse-scheduling problem and outperforms other FWA algorithms studied in this paper.

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