REINFORCEMENT LEARNING CONTROLLERS FOR AUTOMATIC GENERATION CONTROL IN POWER SYSTEMS HAVING REHEAT UNITS WITH GRC AND DEAD-BAND

T.P. Imthias Ahamed, P.S. Nagendra Rao, and P.S. Sastry

References

  1. [1] T.M. Athay, Generation scheduling and control, Proc. IEEE,75 (12), 1987, 1592–1606.
  2. [2] M.L. Kothari, J. Nanda, D.P. Kothari, & D. Das, Discretemode AGC of a two area reheat thermal system with newACE, IEEE Trans. on Power Systems, 4 (2), 1989, 730–738. doi:10.1109/59.193848
  3. [3] R.R. Shoults & J.A. Jativa, Multi area adaptive LFC developedfor a comprehensive AGC simulator, IEEE Trans. on PowerSystems, 8 (2), 1993, 541–547. doi:10.1109/59.260829
  4. [4] Q.H. Wu, B.W. Hogg, & G.W. Irwin, A neural networkregulator for turbo generator, IEEE Trans. on Neural Networks,3 (1), 1992, 95–100. doi:10.1109/72.105421
  5. [5] D.K. Chaturvedi, P.S. Satsangi, & P.K. Kalra, Load frequencycontrol: A generalised neural network approach, InternationalJournal of Electric Power and Energy Systems, 21 (6), 1999,405–415. doi:10.1016/S0142-0615(99)00010-1
  6. [6] C.S. Chang & W. Fu, Area load frequency control usingfuzzy gain scheduling of PI controllers, Electric Power SystemsResearch, 42 (2), 1997, 145–152. doi:10.1016/S0378-7796(96)01199-6
  7. [7] T.P.I. Ahamed, P.S.N. Rao, & P.S. Sastry, A reinforcementlearning approach to automatic generation control, ElectricPower Systems Research, 63 (1), 2002, 9–26. doi:10.1016/S0378-7796(02)00088-3
  8. [8] O.I. Elgard & C.E. Fosha, Optimum megawatt frequencycontrol of multiarea electric energy system, IEEE Trans. onPower Apparatus and Systems, 89 (4), 1970, 556–562. doi:10.1109/TPAS.1970.292602
  9. [9] R.S. Sutton & A.G. Barto, Reinforcement learning: An intro-duction (Cambridge, MA: MIT Press, 1998).
  10. [10] D.P. Bertsekas & J.N. Tsitsikilis, Neuro dynamic programming(Belmont, MA: Athena Scientific, 1996).
  11. [11] T.P.I. Ahamed, Reinforcement learning based approaches toautomatic generation control, doctoral thesis, Indian Instituteof Science, Bangalore, India, 2001.
  12. [12] P. Kundur, Power system stability and control (New York:Mc-Graw Hill, 1994).
  13. [13] J. Nanda, M.L. Kothari, & P.S. Satsangi, Automatic generationcontrol of interconnected hydro-thermal systems in continuousand discrete mode considering GRC, IEE Proc. Part D, 130 (1),1983.
  14. [14] IEEE Committee Report, Dynamic models for steam andhydro turbines in power system studies, IEEE Trans. on PowerApparatus and Systems, 92 (6), 1973, 1904–1915.
  15. [15] G. Ray, A.N. Prasad, & G.D. Prasad, A new approach tothe design of robust load frequency controller for large scalepower systems, Electric Power Systems Research, 51 (1), 1999,13–22. doi:10.1016/S0378-7796(98)00125-4
  16. [16] S.C. Tripathy, G.S. Hope, & O.P. Malik, Optimisation of loadfrequency control parameters for power systems with reheatsteam turbines and governor dead band nonlinearity, IEE Proc.Part C, 129 (1), 1982, 10–16.
  17. [17] M.A.L. Thathachar & P.S. Sastry, Networks of learning au-tomata: techniques for online stochastic optimization (Boston:Kluwer Academic, 2003).

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