CONSTANT PARAMETER SELECTION OF PARTICLE SWARM OPTIMIZATION METHOD IN PRODUCTION LOAD DISPATCH PROBLEM USING SIMULATED ANNEALING METHOD

Authors

  • Yulia Benderuk Vinnytsia National Technical University
  • Volodymyr Mesyura Vinnytsia National Technical University

Keywords:

production load dispatch problem, particle swarm optimization, simulated annealing method

Abstract

This paper shows the solution of production load dispatch problem using particle swarm optimization method. It suggests to use the simulated annealing method for constant parameter selection of particle swarm optimization (socialization and personalization coefficients) during the solution of the production load dispatch problem. The use of the mentioned above approach allowed to achieve better results in comparison with classical particle swarm optimization method.

 

REFERENCES

1. Leandro dos Santos Coelho. Solving production load dispatch problems in power systems using chaotic and Gaussian particle swarm optimization approaches / Leandro dos Santos Coelho, Chu-Sheng Lee // Electrical Power and Energy Systems. – December 2008. – № 30. – P. 297 – 307.

2. Девятков В. Системи штучного інтелекту / Володимир Девятков. – М.: Видавництво МГТУ ім. Баумана, 2001. – 352 c.

3. Trelea Ioan Cristian. The particle swarm optimization algorithm: convergence analysis and parameter selection / Ioan Cristian Trelea // Information Processing Letters. – March 2003. – № 85. – P. 317 – 325.

4. Рассел Стюарт. Штучний інтелект. Сучасний підхід / Стюарт Рассел, Пітер Норівг; пер. з англ. К. А. Птіцина. – М.: «Вільямс», 2006. – 1408 с.

5. Zhi-hui Zhan. Adaptive Particle Swarm Optimization / Zhi-hui Zhan, Jun Zhang // Systems, Man, and Cybernetics, Part B: Cybernetics. – December 2009. – Vol. 39. – №

6. – P. 1362 – 1381. 6. Ratnaweera A. Self-Organizing Hierarchical Particle Swarm Optimizer With Time-Varying Acceleration Coefficients / A. Ratnaweera, S. Halgamuge, H. C. Watson // Evolutionary Computation, IEEE Transactions. – June 2004. – Vol.8. – № 3. – P. 240 – 255.

7. Supiya Ujjin. Particle Swarm Optimization Recommender System / Supiya Ujjin, Peter. J. Bentley // Swarm Intelligence Symposium, 2003. SIS ’03. Proceedings of the 2003 IEEE. – April 2003. – P. 124 – 131.

Author Biographies

Yulia Benderuk, Vinnytsia National Technical University

Student, Institute of Information Technologies and Computing Engineering

Volodymyr Mesyura, Vinnytsia National Technical University

Cand. Sc. (Eng.), Assist. Professor, Professor Department of computer sciences

Downloads

Abstract views: 145

Published

2015-11-25

How to Cite

[1]
Y. Benderuk and V. Mesyura, “CONSTANT PARAMETER SELECTION OF PARTICLE SWARM OPTIMIZATION METHOD IN PRODUCTION LOAD DISPATCH PROBLEM USING SIMULATED ANNEALING METHOD”, Works of VNTU, no. 2, Nov. 2015.

Issue

Section

Information Technologies and Computer Engineering

Metrics

Downloads

Download data is not yet available.