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http://dx.doi.org/10.5370/JEET.2015.10.4.1415

Quantum-behaved Electromagnetism-like Mechanism Algorithm for Economic Load Dispatch of Power System  

Zhisheng, Zhang (School of Automation Engineering, Qingdao University)
Wenjie, Gong (Qingdao Electric Power Company)
Xiaoyan, Duan (Qingdao Electric Power Company)
Publication Information
Journal of Electrical Engineering and Technology / v.10, no.4, 2015 , pp. 1415-1421 More about this Journal
Abstract
This paper presents a new algorithm called Quantum-behaved Electromagnetism-like Mechanism Algorithm which is used to solve economic load dispatch of power system. Electromagnetism-like mechanism algorithm simulates attraction and repulsion mechanism for particles in the electromagnetic field. Every solution is a charged particle, and it move to optimum solution according to certain criteria. Quantum-behaved electromagnetism-like mechanism algorithm merges quantum computing theory with electromagnetism-like mechanism algorithm. Superposition characteristic of quantum methodology can make a single particle present several states, and the characteristic potentially increases population diversity. Probability representation of quantum methodology is to make particle state be presented according to a certain probability. And the quantum rotation gates are used to realize update operation of particles. The algorithm is tested for 13-generator system and 40-generator system, which validates it can effectively solve economic load dispatch problem. Through performance comparison, it is obvious the solution is superior to other optimization algorithm.
Keywords
Economic load dispatch; Power system; Quantum-behaved electromagnetism-like mechanism algorithm; Value-point effects;
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1 Guan Xianping, Dai Xianzhong, Li Jun. Revised electromagnetism-like mechanism for flow path design of unidirectional AGV systems [J]. International Journal of Production Research, 2011, 49(2): 401-429.   DOI   ScienceOn
2 Benioff, P. The computer as a physical system: a microscopic quantum mechanical hamiltonian model of a computers as represented by turing machines, Journal of Statistical Physics, 1980, 22(5): 563-591.   DOI
3 Shor. P. W. Algorithms for quantum computation: Discrete logarithms and factoring. In Proceedings of 35th annual symposium on foundations of computer science.1994, Sante Fe, Nm, USA: 124-134.
4 Noman, N.; Iba, H. Differential evolution for economic load dispatch problems, Electric Power Systems Research, 2008, 78(8): 1322-1331.   DOI   ScienceOn
5 Grover. L. K. A fast quantum mechanic algorithm for database search. In Proceedings of 28th ACM symposium theory of computing. 1996, Philadelphia, Pennsylvania, USA: 212-219.
6 Nidul Sinha, R Chakrabarti, P K Chattopadhyay. Evolutionary programming techniques for economic load dispatch, IEEE Transactions on Evolutionary Computation, 2003, 7(1): 83-94.   DOI   ScienceOn
7 S. H. Ling, H. K. Lam, Y. S. Lee. Improved genetic algorithm for economic load dispatch with valvepoint loadings. The 29th Annual Conference of the IEEE Industrial Electronics Society, 2003, 2-6 Nov, 442-447.
8 K.Y. Lee, A. Sode-Yome, June Ho Park. Adaptive Hopfield neural network for economic load dispatch. IEEE Transactions on Power Systems, 2002, 13(2): 519-526.
9 Birbil S I, S C Fang. An electromagnetism-like mechanism for global optimization. Journal of Global Optimization, 2003, 25(3): 263-282.   DOI
10 Xiao-Juan Wang, Liang Gao, Chao-Yong Zhang. Electromagnetism-like mechanism based algorithm for neural network training. Lecture Notes in Computer Science, 2008, 5227: 40-45.
11 Jhang, Jhen-Yan, Lee, Kun-chou. Array pattern optimization using electromagnetism-like algorithm. AEU - International Journal of Electronics and Communications, 2009, 63(6):491-496.   DOI   ScienceOn
12 Peitsang Wu; Kung-Jiuan Yang; Bau-Yuan Huang. A revised EM-like mechanism for solving the vehicle routing problems. Second International Conference on Innovative Computing, Information and Control, 2007, 5-7 Sep. Kumamoto, Japan, 181-185.
13 Kun Yuan; Sauer, N.; Sauvey, C. Application of EM algorithm to hybrid flow shop scheduling problems with a special blocking. IEEE Conference on Emerging Technologies & Factory Automation, 2009, 22-25 Sep. Mallorca, Spain, 1-7.
14 Hung, Ho-Lung. Electromagnetism-like method tuned constant modulus algorithm for blind detector in multicarrier CDMA system. International Journal of Communication Systems, 2014, 27(2), 233-247.   DOI   ScienceOn
15 N. Sinha, R. Chakrabarti, P.K. Chattopadhyay. Evolutionary programming techniques for economic load dispatch. IEEE Transactions on Evolutionary Computation, 2003, 7(1): 83-94.   DOI   ScienceOn
16 Jiang Jianguo,wang Juan, Zang Mingxiang, Zhou Wenhong. An image retrieval algorithm based on improved electromagnetism-like mechanism. Journal of Information and Computational Science, 2014, 11(16): 5895-5903.   DOI
17 Wu Peitsang, Hung Yung-Yao,Lin Zi-Po. Intelligent forecasting system based on integration of electromagnetism-like mechanism and fuzzy neural network. Expert Systems with Applications, 2014, 41(6): 2660-2677.   DOI   ScienceOn
18 C.L. Chiang Genetic-based algorithm for power economic load dispatch. IET Generation, Transmission & Distribution, 2007, 1(2): 261-269.   DOI   ScienceOn
19 B.K. Panigrahi, Salik R.Yadav, Shubham Agrawal. A clonal algorithm to solve economic load dispatch. Electric Power Systems Research, 2007, 77(10): 1381-1389.   DOI   ScienceOn