A novel method of maximum power point tracking for a SRG based wind power generation system using AI

2012 3rd Power Electronics and Drive Systems Technology, PEDSTC 2012

Volumn , Issue , 2012, Pages 330-335

  Mohseni, M ^a   Niassati, N ^b   Tajik, S ^b   Afjei, E ^b  

^a UNIVERSITY OF TEHRAN   (Iran)

^b SHAHID BEHESHTI UNIVERSITY   (Iran)

Author keywords

Artificial Neural Network; Genetic Algorithm; Maximum Power Point Tracking; Switched Reluctance Generator; Wind Power Generation

Indexed keywords

EXCITATION CURRENTS; MAXIMUM POWER POINT TRACKING; MAXIMUM POWER POINT TRACKING TECHNIQUES; ROTOR SPEED; SWITCHED RELUCTANCE GENERATORS; WIND POWER GENERATION SYSTEMS; WIND SPEED;

GENETIC ALGORITHMS; NEURAL NETWORKS; OPTIMIZATION; POWER ELECTRONICS; WIND POWER;

ELECTRIC POWER GENERATION;

EID: 84860895294     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PEDSTC.2012.6183350     Document Type: Conference Paper

References (28)

1. Torrey, D.A;, "Switched reluctance generators and their control," Industrial Electronics, IEEE Transactions on, vol.49, no.1, pp.3-14, Feb 2002.
2. Lixin Xiong; Bingyin Xu; Houlei Gao; Lie Xu;, "A novel algorithm of switched reluctance generator for maximum power point tracking in wind turbine application," Sustainable Power Generation and Supply, 2009. SUPERGEN '09. International Conference on, vol., no., pp.1-5, 6-7 April 2009
3. Mueller, M.A;, "Design of low speed switched reluctance machines for wind energy converters," Electrical Machines and Drives, 1999. Ninth International Conference on (Conf. Publ. No. 468), vol., no., pp.60-64, 1999.
4. Cardenas, R.; Pena, R.; Perez, M.; Clare, J.; Asher, G.; Wheeler, P.;, "Control of a switched reluctance generator for variable-speed wind energy applications," Energy Conversion, IEEE Transactions on, vol.20, no.4, pp. 781-791, Dec. 2005.
5. Cardenas, R.; Ray, W.F.; Asher, G.M.;, "Switched reluctance generators for wind energy applications," Power Electronics Specialists Conference, 1995. PESC '95 Record., 26th Annual IEEE, vol.1, no., pp.559-564 vol.1, 18-22 Jun 1995.
6. Zhang Qixue; Wang Xiangheng; Zhu Xuezhong; Liu Diji;, "A small single-phase switched reluctance generator for wind power generation," Electrical Machines and Systems, 2001. ICEMS 2001. Proceedings of the Fifth International Conference on, vol.2, no., pp.1003-1006 vol.2, Aug 2001.
7. Thiringer, T.; Linders, J.;, "Control by variable rotor speed of a fixed-pitch wind turbine operating in a wide speed range," Energy Conversion, IEEE Transactions on, vol.8, no.3, pp.520-526, Sep 1993.
8. Bhowmik, S.; Spee, R.; Enslin, J.H.R.;, "Performance optimization for doubly fed wind power generation systems," Industry Applications, IEEE Transactions on, vol.35, no.4, pp.949-958, Jul/Aug 1999.
9. Hui Li; McLaren, P.; Shi, K.L.;, "Neural network based sensorless maximum wind energy capture with compensated power coefficient," Industry Applications Conference, 2004. 39th IAS Annual Meeting. Conference Record of the 2004 IEEE, vol.4, no., pp. 2600-2608 vol.4, 3-7 Oct. 2004.
10. Ermis, M.; Ertan, H.B.; Akpinar, E.; Ulgut, F.;, "Autonomous wind energy conversion system with a simple controller for maximum-power transfer," Electric Power Applications, IEE Proceedings B, vol.139, no.5, pp.421-428, Sep 1992.
11. Hilloowala, R.M.; Sharaf, AM.;, "A rule-based fuzzy logic controller for a PWM inverter in a stand alone wind energy conversion scheme," Industry Applications, IEEE Transactions on, vol.32, no.1, pp.57-65, Jan/Feb 1996.
12. Tan, K.; Islam, S.;, "Optimum control strategies in energy conversion of PMSG wind turbine system without mechanical sensors," Energy Conversion, IEEE Transactions on, vol.19, no.2, pp. 392-399, June 2004.
13. Simoes, M.G.; Bose, B.K.; Spiegel, R.J.;, "Fuzzy logic based intelligent control of a variable speed cage machine wind generation system," Power Electronics Specialists Conference, 1995. PESC '95 Record., 26th Annual IEEE, vol.1, no., pp.389-395 vol.1, 18-22 Jun 1995.
14. Simoes, M.G.; Bose, B.K.; Spiegel, R.J.;, "Design and performance evaluation of a fuzzy-logic-based variable-speed wind generation system," Industry Applications, IEEE Transactions on, vol.33, no.4, pp.956-965, Jul/Aug 1997.
15. Martinez Rodrigo, F.; Ruiz Gonzalez, J.M.; Dominguez Vazquez, J.A.; Herrero de Lucas, L.C.;, "Sensorless control of a squirrel cage induction generator to track the peak power in a wind turbine," IECON 02 [Industrial Electronics Society, IEEE 2002 28th Annual Conference of the], vol.1, no., pp. 169-174 vol.1, 5-8 Nov. 2002.
16. Abo-Khalil, AG.; Dong-Choon Lee; Jul-Ki Seok;, "Variable speed wind power generation system based on fuzzy logic control for maximum output power tracking," Power Electronics Specialists Conference, 2004. PESC 04. 2004 IEEE 35th Annual, vol.3, no., pp. 2039-2043 Vol.3, 20-25 June 2004.
17. Raju, A.B.; Chatterjee, K.; Fernandes, B.G.;, "A simple maximum power point tracker for grid connected variable speed wind energy conversion system with reduced switch count power converters," Power Electronics Specialist Conference, 2003. PESC '03. 2003 IEEE 34th Annual, vol.2, no., pp. 748-753 vol.2, 15-19 June 2003.
18. Datta, R.; Ranganathan, V.T.;, "A method of tracking the peak power points for a variable speed wind energy conversion system," Energy Conversion, IEEE Transactions on, vol.18, no.1, pp. 163-168, Mar 2003.
19. Quincy Wang; Liuchen Chang;, "An intelligent maximum power extraction algorithm for inverter-based variable speed wind turbine systems," Power Electronics, IEEE Transactions on, vol.19, no.5, pp. 1242-1249, Sept. 2004.
20. Koutroulis, E.; Kalaitzakis, K.;, "Design of a maximum power tracking system for wind-energy-conversion applications," Industrial Electronics, IEEE Transactions on, vol.53, no.2, pp. 486-494, April 2006.
21. Nouali, S.; Ouali, A;, "Multi-Layer neural network for sensorless MPPT control for Wind Energy Conversion System using Doubly Fed Twin Stator Induction Gnenerator," Systems, Signals and Devices (SSD), 2011 8th International Multi-Conference on, vol., no., pp.1-7, 22-25 March 2011.
22. John Holland, "Adaptation in Natural and Artificial Systems", University of Michigan Press, Ann Arbor, Michigan. 1975. ISBN 0-262-58111-6.
23. Gurney, K, " An Introduction to Neural Networks", London: Routledge. 1997. ISBN 1-85728-673-1.
24. Kenneth Levenberg, "A Method for the Solution of Certain Non-Linear Problems in Least Squares". The Quarterly of Applied Mathematics 2: 164-168. 1944.
25. Donald Marquardt, "An Algorithm for Least-Squares Estimation of Nonlinear Parameters". SIAM Journal on Applied Mathematics 11 (2): 431-441. 1963.
26. MATLAB® Optimization Toolbox User's Guide. Version 6, The MathWorks, Inc., 2011.
27. MATLAB® Neural Network Toolbox User's Guide. Version 7, The MathWorks, Inc., 2011.
28. "SimPowerSystems: Model and simulate electrical power systems", User's Guide, The MathWorks Inc., 2010.