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Neural Network Controller Based Induction Generator for Wind Turbine Applications
This paper presents the analysis and simulation of stand-alone wind driven doubly fed induction generator using nueral network controller. With constant frequency, the machine is capable of generating constant voltage irrespective of speed and load variations. The variable speed wind turbines plays important role in wind energy market globally. Specially, the pitch regulated wind turbines with doubly fed induction generator (DFIG) systems are more popular and well proven technology across the world.
Keywords
DFIG, Pitch Regulation, IGBT, Neural Network
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- Analog Devices (1999) Constant Volts/Hertz operation for variable speed control of induction motors. Software example of a space vector modulation driven Volts/Hertz converter with the ADMC 401, Application Note, pp:20-26.
- Cybenko G (1989) Approximation by superposition of a sigmoid function. Math. Control Signals Systems. 2 (4), 303-314.
- Heikki N. Koivo (2000) Neural networks: basics using MATLAB Neural Network Toolbox. pp:94-99.
- Magnus Nørgaard (1997) Neural Network Based Control System Design”, Toolkit .Version 1.0. Technical Report 96-E-830, Department of Automation. Department of Automation, Technical University of Denmark.
- Pena R, Clare JC and Asher GM (1996) Doubly fed induction generator using back to back PWM converters and its application to variable-speed wind-energy generation. IEE Proceedings-Electric Power Applications. 143 (3), 231-241.
- Pham DT and Liu Xing (1995) Neural networks for identification, prediction and control, Springer- Verlag New York, Inc. pp: 120-125.
- Saerens M and Soqetu A (1991) Neural Controller based on back propagation algorithm. IEE proceeding F. 138 (1) 55-62.
- Saerens M and Soquet A (1991) Neural Controller based on back-propagation algorithm. IEE Proceedings –F. 138 (1), 55-62.
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