AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF

Cilt: 10 Sayı: 2 20 Ocak 2012
  • Mithun Bhaskar
  • Mohan Benarjı
  • Sydulu Maheswarapu
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AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF

Öz

This paper presents a novel and superior Genetic Algorithm (GA) based resolver for Optimal Power flow (OPF) problem. Here, the main contrast to other Genetic Algorithm based approaches is that a novel expert based initial generation of population and adaptive probability approach (variable Cross over probability and mutation probability) is adopted in selection of offspring together with roulette wheel technique which reduces the computation time and increases the quality considerably. Selection and Placement of Shunt Devices are considered as a variable in this novel approach. Here continuous variables like Voltage Profile and discrete variable like transformer tapings are considered while minimizing the Fuel cost. The results obtained on standard IEEE 14 bus and 30 bus systems is compared with simple Genetic Algorithm and Particle Swarm Optimization (PSO) to Optimal Power flow and is found that this approach is more efficient, robust and promising. Keywords: Adaptive probability, Optimal Power Flow, Genetic Algorithm, Genetic Operators, Power system Optimization.

Anahtar Kelimeler

Kaynakça

  1. J. Carpentier, "Optimal Power Flows: Uses, methods and developments", IFAC Symposium on planning and operation of electric energy systems. Rio de Janeiro, July 1985, Invited survey paper.
  2. M. Huneault and F. D. Galiana, “A Survey of the Optimal Power Flow Literature,” IEEE Trans. Power Systems, vol. 6, pp. 762-770, May 1991.
  3. Dommel, H.W.; Tinney, W.F., "Optimal Power Flow Solutions," power apparatus and systems, IEEE transactions on , vol.PAS-87, no.10, pp.1866-1876, Oct. 1968
  4. Alguacil, N.; Conejo, A.J., "Multiperiod optimal power flow using Benders decomposition," Power Systems, IEEE Transactions on , vol.15, no.1, pp.196-201, Feb 2000
  5. J. A. Momoh, M. E. El-Hawary, and R. Adapa, 1999, “A Review of Selected Optimal Power Flow Literature to 1993 Parts I & II,” IEEE Trans. on Power Systems, Vol. 14, No. 1, pp. 96–111.
  6. Overbye TJ, Cheng Xu, Sun Yan. A Comparison of the AC and DC power flow models for LMP Calculations. In: 37th Hawaii international conference on system sciences, 2004, USA.
  7. D. E. Goldberg Genetic Algorithms in Search, Optimization and Machine Learning,Addison Wesley Publishing Company, Ind. USA, 1989.
  8. Holland J.H., 1975, 'Adaptation in Natural and Artificial System', Ann Arbor, the University of Michigan Press.

Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

-

Yazarlar

Mithun Bhaskar Bu kişi benim

Mohan Benarjı Bu kişi benim

Sydulu Maheswarapu Bu kişi benim

Yayımlanma Tarihi

20 Ocak 2012

Gönderilme Tarihi

20 Ocak 2012

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2010 Cilt: 10 Sayı: 2

Kaynak Göster

APA
Bhaskar, M., Benarjı, M., & Maheswarapu, S. (2012). AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF. IU-Journal of Electrical & Electronics Engineering, 10(2), 1257-1266. https://izlik.org/JA43ZW63JP
AMA
1.Bhaskar M, Benarjı M, Maheswarapu S. AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF. IU-Journal of Electrical & Electronics Engineering. 2012;10(2):1257-1266. https://izlik.org/JA43ZW63JP
Chicago
Bhaskar, Mithun, Mohan Benarjı, ve Sydulu Maheswarapu. 2012. “AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF”. IU-Journal of Electrical & Electronics Engineering 10 (2): 1257-66. https://izlik.org/JA43ZW63JP.
EndNote
Bhaskar M, Benarjı M, Maheswarapu S (01 Ocak 2012) AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF. IU-Journal of Electrical & Electronics Engineering 10 2 1257–1266.
IEEE
[1]M. Bhaskar, M. Benarjı, ve S. Maheswarapu, “AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF”, IU-Journal of Electrical & Electronics Engineering, c. 10, sy 2, ss. 1257–1266, Oca. 2012, [çevrimiçi]. Erişim adresi: https://izlik.org/JA43ZW63JP
ISNAD
Bhaskar, Mithun - Benarjı, Mohan - Maheswarapu, Sydulu. “AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF”. IU-Journal of Electrical & Electronics Engineering 10/2 (01 Ocak 2012): 1257-1266. https://izlik.org/JA43ZW63JP.
JAMA
1.Bhaskar M, Benarjı M, Maheswarapu S. AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF. IU-Journal of Electrical & Electronics Engineering. 2012;10:1257–1266.
MLA
Bhaskar, Mithun, vd. “AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF”. IU-Journal of Electrical & Electronics Engineering, c. 10, sy 2, Ocak 2012, ss. 1257-66, https://izlik.org/JA43ZW63JP.
Vancouver
1.Mithun Bhaskar, Mohan Benarjı, Sydulu Maheswarapu. AN EXPERT BASED INITIAL GENERATION OF GENETIC ALGORITHM WITH ADAPTIVE PROBABILITY APPROACH FOR QUADRATIC OPF. IU-Journal of Electrical & Electronics Engineering [Internet]. 01 Ocak 2012;10(2):1257-66. Erişim adresi: https://izlik.org/JA43ZW63JP