Comparative Analysis of Genetic Algorithm and Fuzzy Logic Based Automatic Generation Control of Multi Area Power Systems
(*) Corresponding author
the author of the article can submit here a request for assignment of a DOI number to this resource!
Cost of the service: euros 10,00 (for a DOI)
This paper illustrates the application of fuzzy logic FL) to automatic generation control (AGC) of a two area thermal power system and compares its performance with genetic algorithm (GA) based PI controller. The PI controller parameters are redesigned by the application of fuzzy logic. To verify the performance of the fuzzy based AGC, the task of tuning PI parameters is reformulated as an optimization problem for the application of GA. A comparison between the proposed fuzzy logic and GA based controllers, in terms of three time domain performance indices are presented.
Copyright © 2013 Praise Worthy Prize - All rights reserved.
Nasser Jaleeli, L. S. VanSlyck, D. N. Ewart, L. H. Fink and A. G. Hoffmann, “Understanding automatic generation control”, IEEE Transactions on Power Systems, Vol. 7, No. 3, pp. 1106-1122, Aug. 1992.
O. P. Malik, A. Kumar and G. S. Hope, “A Load Frequency Control Algorithm Based on a Generalized Approach”, IEEE Transactions on Power Systems,Vol. 3, No. 2, pp.375-382, May 1988.
Ashok Kumar, O. P. Malik and G.S Hope, “Variable Structure-System Control Applied to AGC of an Interconnected Power System”, Generation, Transmission and Distribution, IEE Proceedings C, Vol. 132, No.1, pp. 23-29, Jan. 1985.
N. N. Bengiamin and W. C. Chan “Variable Structure Control of Electric Power Generation”, IEEE Transactions on Power Apparatus and Systems, Vol. PAS-101, No. 2, pp. 376-380, Feb. 1982.
M. E. El-Hawary, Electric Power Applications of Fuzzy Systems, IEEE Press, New York, 1998.
David E. Goldberg, “Genetic Algorithms in Search, Optimization & Machine Learning”, Pearson Education, Edition 2003.
C. Srinivasa Rao, Siva S. Nagaraju, P. Sangameswara Raju, A modified genetic approach to hydrothermal system with thyristor controlled phase shifter under open market system, (2007) International Review of Electrical Engineering (IREE), 2 (1),
Faisal A. Mohamed, Heikki N. Koivo, Multi objective genetic algorithms for online management problem of microgrid, (2008) International Review of Electrical Engineering (IREE), 3 (1),
Saeed Jazebi, Sahar Jazebi, Masoud Rashidinejad, Application of a Novel Real Genetic Algorithm to Accelerate the Distribution Network Reconfiguration, (2009) International Review of Electrical Engineering (IREE), 4 (1), pp. 114-121.
M. Masiala, M. Ghribi and A. Kaddouri “An Adaptive Fuzzy Controller Gain Scheduling for Power System Load Frequency Control”, IEEE International Conference on industrial Technology (IEEE ICIT ‘04), Vol.3, pp. 1515-1520,
-10 Dec. 2004.
Ertugrul Cam and Ilhan Kocaarslan, “A Fuzzy Gain Scheduling PI Controller Application for an Interconnected Electrical Power System”, Electric Power Systems Research, Vol. 73, Issue 3,
pp. 267-274, Mar. 2005.
Ertugrul Cam and Ilhan Kocaarslan “Load Frequency Control in Two Area Power Systems Using Fuzzy Logic Controller”, Energy conversion and Management, Vol. 46, Issue 2,
pp. 233-243, Jan. 2005.
Chang C.S and Weihui Fu, “Area Load –Frequency Control Using Fuzzy Gain Scheduling of PI controllers”, Electric Power Systems Research, Vol. 42, Issue 2, pp. 145-52, Aug. 1997.
J. Nanda and A. Mangla, “Automatic Generation Control of an Interconnected Hydro-Thermal System Using Conventional Integral and Fuzzy Logic Controller”, International Conference on Electrical Utility, Deregulation, Restructuring, And Power Technologies (DRPT), pp. 372-377, Apr. 2004.
H. D. Mathur and H. V. Manjunath “Frequency stabilization using fuzzy logic based controller for multi-area power system” , The South Pacific Journal of Natural Science, pp. 22-30, Apr. 2007.
Parveen Dabur, Naresh Kumar Yadav and Ram Avtar, “Matlab Design and Simulation of AGC and AVR For Single Area Power System with Fuzzy Logic Control”, International Journal of Soft Computing and Engineering (IJSCE), Vol. 1, Issue 6, pp. 44-49, Jan. 2012.
Ramesh, S., Krishnan, A., Fuzzy logic based frequency stabilization in a parallel AC - DC multi area non reheat thermal power systems, (2010) International Review on Modelling and Simulations (IREMOS), 3 (4), pp. 590-597.
Engin Yesil, Aysen Demiroren, Erkin Yesil “Automatic generation control with fuzzy logic controller in the power system including three areas”- http://www.emo.org.tr/ekler/71f0311e2754fcd_ek.pdf.
O. I. Elgerd, Electric Energy Systems Theory: An Introduction, McGraw Hill, New York, 1982.
Jan Roupec “Advanced Genetic Algorithms for Engineering Design Problems”, Engineering MECHANICS, Vol. 17, No. 5/6, pp. 407-417, 2010.
“Fuzzy Logic Toolbox user’s Guide”, Version 2, The MathWorks, Inc.
I. J. Nagrath and M. Gopal, “Control Systems Engineering”, Fifth Edition, New Age International Publishers.
Sakhavati, A., Gharehpetian, G.B., Hosseini, S.H., QFT-based load frequency controller design with GA-based optimized bias coefficients, (2010) International Review of Electrical Engineering (IREE), 5 (3), pp. 1127-1137.
- There are currently no refbacks.
Please send any question about this web site to email@example.com
Copyright © 2005-2023 Praise Worthy Prize