LOSS MINIMIZATION OF INDUCTION GENERATORS WITH ADAPTIVE FUZZY CONTROLLER
Durval de Almeida Souza, José Antonio Dominguez Navarro, Jesús Sallán Arasanz
2008
Abstract
In this paper a new technique for efficiency optimization of induction generator working at variable speed and load is introduced. The technique combines two distinct control methods, namely, on-line search of the optimal operating point, with a model based efficiency control. For a given operating condition, characterized by a given turbine speed (ωT) and electric torque (Te), the search control is implemented via the “Rosenbrock” method, which determines the flux level that results in the maximum output power. Once the optimal flux level has been found, this information is used to update the rule base of a fuzzy controller, which plays the role of an implicit mathematical model of the system. Initially, for any load condition the rule base yields the rated flux value. As the optimum points associated with the different operating conditions are identified, the rule base is progressively updated, so that the fuzzy controller learns to model the optimal operating conditions for the entire torque-speed plane. After every rule base update, the Rosenbrock controller output is reset, but it is kept active to track possible minor deviations of the optimum point.
References
- Kumar,Vinod and Joshi, R. R. 2007. Fuzzy Logic Based Light Load Efficiency Improvement of Matrix Converter Based Wind Generator System. In Journal of Theoretical and Applied Information Thecnology, pp. 79 - 89. JATIT.
- Leidhold, Roberto, Garcia, Guillermo and Valla, Maria Inés. February 2002. Field-Oriented Controller Induction Generator With Loss Minimization. Transactions on Industrial Electronics. Vol. 49. No 1 pp. 147-156, February 2002. IEEE.
- Sousa, G. C. D. and B. K. Bose, (1995), Fuzzy logic based on-line efficiency optimization control of an indirect vector controlled induction motor drive, Transactions on Industrial Electronics vol. 42 nº 2, pp. 192-198. IEEE.
- Simões, Marcelo Godoy, Franceschetti, N. N. and BOSE, Bimal Kumar. 1999. Otimização de um Sistema de Geração de Energia Eólica Através de Controle Fuzzy. SBA Controle & Automação. Vol. No 01, pp. 48-58. Brasil. Jan., Fev., Mar., Abril de 1999. SBA.
- Sousa, G. C. D., Bose, B. K. and J. Cleland, (1992), “Loss Modeling of Converter Induction Machine System for Variable Speed Drive”, Proceedings of the IECON'92, International Conference on Industrial Electronics, Control and Instrumentation, vol. 1, pp. 114-120. IECON.
- F. Abrahamsen, Fred Blaabjerg,J. K. Pedersen, P. Z. Grabowski and P. Thogersen, (1998), On the Energy Optimized Control of Standard and High-Efficiency Induction Motors in CT and HVAC Applications, Transactions on Industry Applications, vol. 34, nº 4, pp. 822-831. IEEE.
- F. Abrahamsen, Fred Blaabjerg,J. K. Pedersen, (1996), State -of-the-Art of optimal Efficiency Control of Low Cost Induction Motor Drives, Power Electronics and Motion Control, vol. 2, pp. 163-170. PEMC'96.
- 10 20 30 J. Moreno-Eguilaz, Miguel Cipolla, Juan Peracula, Paulo J. da Costa Branco, (1997), Induction Motor Optimum Flux Search Algorithms with Transient State Loss Minimization Using a Fuzzy Logic Based Supervisor, Power Electronics Specialists Conference, 28th, Annual IEEE, vol. 2, pp. 1302 - 1308.
- Souza, Durval de Almeida, Aragão Filho, W. C. P. and Sousa, G. C. D. August 2007. Adaptive Fuzzy Controller for Efficiency Optimization of Inductions Motors. Transactions on Industrial Electronics, Vol 54, No 4, pp2157-2164. IEEE.
- Leidhold, Roberto, Garcia, Guillermo and Valla, Maria Inés. 2002. Control para Máximo Rendimiento de Generadores Eólicos de Velocidad Variable, con Limitación de Velocidad y Potencia. XVI Congresso Brasileiro de Automática. Natal, RN. 2 a 5 de Setembro de 2002.pp. 3121-3126. CBA.
- Deprez, Wim at alli. 2007. Energy Efficiency of Small Induction Machines: Comparasion Between Motor and Generator Mode. European Copper Institute. Vol. 3, pp 1-6.ISSUE 1. Digest of 11/01/2007. Leonardo Energy.
Paper Citation
in Harvard Style
de Almeida Souza D., Antonio Dominguez Navarro J. and Sallán Arasanz J. (2008). LOSS MINIMIZATION OF INDUCTION GENERATORS WITH ADAPTIVE FUZZY CONTROLLER . In Proceedings of the Fifth International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-989-8111-30-2, pages 13-19. DOI: 10.5220/0001482500130019
in Bibtex Style
@conference{icinco08,
author={Durval de Almeida Souza and José Antonio Dominguez Navarro and Jesús Sallán Arasanz},
title={LOSS MINIMIZATION OF INDUCTION GENERATORS WITH ADAPTIVE FUZZY CONTROLLER},
booktitle={Proceedings of the Fifth International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2008},
pages={13-19},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001482500130019},
isbn={978-989-8111-30-2},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Fifth International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - LOSS MINIMIZATION OF INDUCTION GENERATORS WITH ADAPTIVE FUZZY CONTROLLER
SN - 978-989-8111-30-2
AU - de Almeida Souza D.
AU - Antonio Dominguez Navarro J.
AU - Sallán Arasanz J.
PY - 2008
SP - 13
EP - 19
DO - 10.5220/0001482500130019