A Voronoi Decomposing Cooperative Learning Particle Swarm Optimization with Random Walk Strategy

Publish Year: 1391
نوع سند: مقاله کنفرانسی
زبان: English
View: 994

This Paper With 9 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

ICS11_278

تاریخ نمایه سازی: 14 مهر 1392

Abstract:

Cooperative Co-evolutionary Particle Swarm Optimization (CCPSO) is based on a cooperative co-evolutionary framework and has been proposed for solving large scale nonseparable problems. This algorithm uses random grouping strategy for decomposing variables. In this paper we propose a Voronoi-bacesd decomposition for Cooperative Learning Particle Swarm Optimization (VCLPSO). Instead of random grouping, the proposed approach uses Voronoi decomposing strategy and then in order to increase the explorability of the algorithm in a multi modal search space we use Cauchy and Gaussian distributionsand random walk. These two techniques yield to faster and more mature convergence of the algorithm. The results are evaluated using several CEC2010 benchmarks, and also are compared with results of several state-of-the-art approaches such as cooperation co-evolution particle swarm optimization (CCPSO)

Authors

Nasibeh Rady Raz

Department of Artificial Intelligent, Islamic Azad University, Mashhad Branch, Mashhad, Iran

Marzieh Yousefi

Department of Artificial Intelligent, Islamic Azad University, Mashhad Branch, Mashhad, Iran

Mohammad-R. Akbarzadeh –T.

Departments of Electrical & Computer Engineering, Ferdowsi University of Mashhad, Iran

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • یازدهمین _ لیدقه‌های هوشمذد ایان 9 ? 10 دلفد 1391 ...
  • یازدهمین فاننل لیدلقه‌های هاشمذد ایان 9 , 10 1فذد 1391 ...
  • Y. Liu, X. Yao, Q. Zhao, and T. Higuchi, Scaling ...
  • th Iranian Conference _ Intelligent Systems February 27th & 28th, ...
  • of the 2001 Congress _ Evolutionary Computation, 2001, pp. 11011 ...
  • D. Sofge, K. D. Jong, and A. Schultz, A blended ...
  • _ _ _ _ _ _ Congress on Computationl ...
  • R. Storn , K. Price. Differential Evolution-A Simple and Efficient ...
  • M. A. Potter and K. A. D. Jong, A cooperative ...
  • _ _ _ First International Conference on Natural Computation, 2005, ...
  • F. van den Bergh and A. P. Engelbrecht, "A cooperative ...
  • J.Wang, :VCells: Simple and Efficient Superpixels Using Edge- [13] _ ...
  • M. Omidvar, X. Li, X. Yao, and Z. Yang, "Cooperative ...
  • X. Yao and Y. Liu , :Fast evolutionary programming _ ...
  • th Iranian Conference _ Intelligent Systems February 27th & 28th, ...
  • نمایش کامل مراجع