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Simulated Annealing‐Based Krill Herd Algorithm for Global Optimization

Author

Listed:
  • Gai-Ge Wang
  • Lihong Guo
  • Amir Hossein Gandomi
  • Amir Hossein Alavi
  • Hong Duan

Abstract

Recently, Gandomi and Alavi proposed a novel swarm intelligent method, called krill herd (KH), for global optimization. To enhance the performance of the KH method, in this paper, a new improved meta‐heuristic simulated annealing‐based krill herd (SKH) method is proposed for optimization tasks. A new krill selecting (KS) operator is used to refine krill behavior when updating krill’s position so as to enhance its reliability and robustness dealing with optimization problems. The introduced KS operator involves greedy strategy and accepting few not‐so‐good solutions with a low probability originally used in simulated annealing (SA). In addition, a kind of elitism scheme is used to save the best individuals in the population in the process of the krill updating. The merits of these improvements are verified by fourteen standard benchmarking functions and experimental results show that, in most cases, the performance of this improved meta‐heuristic SKH method is superior to, or at least highly competitive with, the standard KH and other optimization methods.

Suggested Citation

  • Gai-Ge Wang & Lihong Guo & Amir Hossein Gandomi & Amir Hossein Alavi & Hong Duan, 2013. "Simulated Annealing‐Based Krill Herd Algorithm for Global Optimization," Abstract and Applied Analysis, John Wiley & Sons, vol. 2013(1).
    • Handle: RePEc:wly:jnlaaa:v:2013:y:2013:i:1:n:213853
    DOI: 10.1155/2013/213853
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    References listed on IDEAS

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    1. Yuelin Gao & Junmei Liu, 2012. "Multiobjective Differential Evolution Algorithm with Multiple Trial Vectors," Abstract and Applied Analysis, John Wiley & Sons, vol. 2012(1).
    2. Yuelin Gao & Junmei Liu, 2012. "Multiobjective Differential Evolution Algorithm with Multiple Trial Vectors," Abstract and Applied Analysis, Hindawi, vol. 2012, pages 1-12, September.
    3. Jun Wang & Changfeng Ge & Dong Sun Lee & Michael A. Sek & Vanee Chonhenchob, 2013. "Mathematical Problems in Packaging Engineering," Mathematical Problems in Engineering, Hindawi, vol. 2013, pages 1-2, November.
    4. Gaige Wang & Lihong Guo, 2013. "A Novel Hybrid Bat Algorithm with Harmony Search for Global Numerical Optimization," Journal of Applied Mathematics, John Wiley & Sons, vol. 2013(1).
    5. Ruey-Maw Chen & Chuin-Mu Wang, 2011. "Project Scheduling Heuristics-Based Standard PSO for Task-Resource Assignment in Heterogeneous Grid," Abstract and Applied Analysis, Hindawi, vol. 2011, pages 1-20, February.
    6. Abdelouahed Hamdi & Aiman A. Mukheimer, 2012. "Modified Lagrangian Methods for Separable Optimization Problems," Abstract and Applied Analysis, John Wiley & Sons, vol. 2012(1).
    7. Hanning Chen & Yunlong Zhu & Kunyuan Hu, 2011. "Adaptive Bacterial Foraging Optimization," Abstract and Applied Analysis, John Wiley & Sons, vol. 2011(1).
    8. Gaige Wang & Lihong Guo, 2013. "A Novel Hybrid Bat Algorithm with Harmony Search for Global Numerical Optimization," Journal of Applied Mathematics, Hindawi, vol. 2013, pages 1-21, February.
    9. Ruey-Maw Chen & Chuin-Mu Wang, 2011. "Project Scheduling Heuristics‐Based Standard PSO for Task‐Resource Assignment in Heterogeneous Grid," Abstract and Applied Analysis, John Wiley & Sons, vol. 2011(1).
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