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Adaptive Pid Control Of Wind Energy Conversion Systems Using Rasp1 Mother Wavelet Basis Function Networks

Authors: M. Sedighizadeh; A. Rezazadeh;

Adaptive Pid Control Of Wind Energy Conversion Systems Using Rasp1 Mother Wavelet Basis Function Networks

Abstract

{"references": ["P.Puleston, \"Control strategies for wind energy conversion systems\",\nPh.D. dissertation, Univ. La Plata, Argentina, 1997.", "P. Simoes, B. K. Bose, and R. J. Spiege, \"Fuzzy logic-based intelligent\ncontrol of a variable speed cage machine wind generation system,\",\nIEEE Trans. Power Electron., Vol. 12, no. 1, Jan. 1997.", "F. D. Kanellos, N. D. Hatziargyriou, \"A new control scheme for variable\nspeed wind turbine using neural networks\", IEEE Power Engineering\nSociety Winter Meeting, 2002, Vol.1, 27-31Jan.2002.", "S. Li, D. C. Wunsch, E. A. O-Hair, \"Using neural networks to estimate\nwind turbine power generation\",IEEE Transaction on energy conversion,\nVol. 16, No.3, Sept 2001.", "S. Haykin, Neural Networks, A Comprehensive Foundation. New York:\nMacmillan, 1994.", "M. A. Mayosky, G. I. E. Cancelo, \"Direct adaptive control of wind\nenergy conversion systems using gaussian networks\", IEEE Transactions\non neural networks, Vol. 10, No. 4, july 1999.", "X. Ye, N. K. Loh,\"Dynamic system identification using recurrent radial\nbasis function network,\" Proce. American control conf. , Vol. 3,June\n1993.", "G. Lekutai, \"Adaptive Self-Tuning Neuro Wavelet Network\nControllers\"; PhD Thesis, Virginia Polytechnic Institute and State\nUniversitym, 1997.", "A.U. Levin and K.S. Narendra, \"Control of nonlinear dynamical, PII:\nObserabiliy, Identification and control,\" IEEE Trans. On Neural\nNetwork,1995\n[10] \"Data base of wind characteristics\", downloaded from\nwww.windata.com"]}

In this paper a PID control strategy using neural network adaptive RASP1 wavelet for WECS-s control is proposed. It is based on single layer feedforward neural networks with hidden nodes of adaptive RASP1 wavelet functions controller and an infinite impulse response (IIR) recurrent structure. The IIR is combined by cascading to the network to provide double local structure resulting in improving speed of learning. This particular neuro PID controller assumes a certain model structure to approximately identify the system dynamics of the unknown plant (WECS-s) and generate the control signal. The results are applied to a typical turbine/generator pair, showing the feasibility of the proposed solution.

Keywords

Adaptive PID Control, WindEnergy Conversion Systems., RASP1 Wavelets

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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