A hybrid neural network and simulated annealing approach to the unit commitment problem

Computers & Electrical Engineering - Tập 26 - Trang 461-477 - 2000
R. Nayak1, J.D. Sharma2
1Machine Learning Research Centre, School of Computer Science, QUT, Brisbane, Qld 4001, Australia
2Department of Electrical Engineering, University of Roorkee, Roorkee, UP 247667, India

Tài liệu tham khảo

Akoi, 1989, Optimal long term unit-commitment in large scale systems including fuel constrained thermal and pumped storage hydro, IEEE Transactions on PS, 4, 1065 Baum, 1989, What size net gives valid generalization, Neural Computation, 1, 149, 10.1162/neco.1989.1.1.151 Chowdhury, 1990, Unit commitment in interconnected system using a probabilistic technique, IEEE Transactions on PS, 5, 1231 Cohen, 1983, A branch and bound algorithm for unit commitment, IEEE Transactions on PAS, 103, 445 Gibbs, 1960 Hornik, 1989, Multi-layer feedforward neural networks are universal approximators, Neural Networks, 2, 359, 10.1016/0893-6080(89)90020-8 Lippman RP. An Introduction to computing with neural nets. IEEE ASSP Magazine 1987;(April):4–21 Metropolis, 1953, Equation of state calculations by fast computing machines, Journal of Chemical Physics, 21, 1087, 10.1063/1.1699114 Mohan, 1994, Computational algorithm based on random search for solving global optimisation problem, Asia Pacific Journal of Operation Research, 11, 99 Nayak R. Neural network approach to unit commitment problem. M.E. dissertation, Department of Electrical Engineering, University of Roorkee, India, 1995 Ouyang, 1992, A hybrid artificial neural network-dynamic programming approach to unit commitment, IEEE Transactions on PS, 7, 236 Sasaki, 1992, A solution method using neural network for the generator commitment problem, Electrical Eng. in Japan, 112, 55, 10.1002/eej.4391120706 Sheble’, 1994, Unit commitment literature synopsis, IEEE Transactions on PS, 9, 128 Sheble’, 1986, Decision analysis solution of the unit commitment problem, Electric Power System Research, 10, 85, 10.1016/0378-7796(86)90021-0 Shoults, 1980, A practical approach to unit commitment, economic dispatch and saving allocation for multiple-area pool operation with import/export constraints, IEEE Transactions on PAS, 99, 625, 10.1109/TPAS.1980.319654 Turgeon, 1978, Optimal scheduling of thermal generating units, IEEE Transactions on AC, 23, 1000, 10.1109/TAC.1978.1101906 Vankayala, 1993, Artificial neural network and their applications to power systems — a bibliographical survey, Electric Power System Research, 28, 67, 10.1016/0378-7796(93)90081-O Zhuang, 1990, Unit commitment by simulated annealing, IEEE Transactions on PS, 5, 311