Maximum power point tracking using GA-optimized artificial neural network for solar PV system

2011 1st International Conference on Electrical Energy Systems, ICEES 2011

Volumn , Issue , 2011, Pages 264-268

  Ramaprabha, R ^a   Gothandaraman, V ^a   Kanimozhi, K ^a   Divya, R ^a   Mathur, B L ^a  

^a SSN COLLEGE OF ENGINEERING   (India)

Author keywords

ANN; GA; MATLAB; MPPT; Solar PV system

Indexed keywords

ANN; ARTIFICIAL NEURAL NETWORK; ELECTRIC ENERGIES; GA; GREEN ENERGY; IMPROVED MODELS; INTENSITY OF LIGHT; INTERNAL RESISTANCE; LOAD RESISTANCES; MATLAB- SOFTWARE; MAXIMUM POWER; MAXIMUM POWER POINT TRACKER; MAXIMUM POWER POINT TRACKING; MPPT; POWER SOURCES; SOLAR PANELS; SOLAR PHOTOVOLTAICS; SOLAR PV SYSTEMS;

ALTERNATIVE FUELS; COMPUTER SIMULATION; GENETIC ALGORITHMS; NEURAL NETWORKS; OPTIMIZATION; PHOTOVOLTAIC EFFECTS; PUMPS; SOLAR CONCENTRATORS; SOLAR POWER GENERATION; SOLAR RADIATION;

SOLAR ENERGY;

EID: 79953086731     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICEES.2011.5725340     Document Type: Conference Paper

References (15)

1. C. Hua and C. Shen, "Comparative Study of Peak Power Tracking Techniques for solar Storage System", IEEE Applied Power Electronics Conference and Exposition Proceedings, Vol.2, pp.679- 683, 1988.
2. K.H.Hussein, I. Muta, T. Hoshino and M. Osakada, "Maximum Photovoltaic Power Tracking: An Algorithm for Rapidly Changing Atmospheric Conditions, " IEE Proceedings on Generation, Transmission and Distribution, Vol.142, No.1, pp.59-64, January 1995.
3. Brambilla liew Approach U1 Photovoltaic Arrays Maximum Power Point Tracking", Proceedings of 35th IEEE Power Electronics Specialists Conference, vol. 2, G. 632-637., 1998.
4. D.P. H u h and M.E. Ropp, "Comparative Study of Maximum Power Point tacking Algorithm Using an Experimental, Programmable, Maximum Power Point Tracking Test Bed", Proceedings of 28th IEEE Photovoltaic Specialists Conference, pp. 1699-1702, 2000.
5. T. Hiyama and K. Kitabayashi, "Neural Network Based Estimation of Maximum Power Generation from PV Module Using Environment Information", IEEE Transactiom on Energy, Conversion, Vol. 12, NO. 3, pp.241-247, September 1997.
6. T. Hiyama, S. Kouzuma, T. Imakubo, and T.H. Ortmeyer, "Evaluation of Neural Network Based Real Time Maximum Power Tracking Controller Far PV System", IEEE Transaction On Energv Conversion, Vol.10, No3, pp.543-548, Sept. 1995.
7. T. Hiyama, S. Kauuma, and T. Imakubo, "Identification Of Optimal Operating Point Of PV Modules Using Neural Network for Real Time Maximum Power Tracking Control", IEEE Transaction on Energy Conversion, Vol.10, No. 2, pp. 360-367, June 1995.
8. A. de Medeiros Torres, F.L.M. Antunes, and F.S. dos Reis, "An Artificial Neural Network-Based Real Time Maximum Power Tracking Controller For Connecting a PV System to the Grid", Proceeding of IEEE the 24th Annual Conference on Industrial Electronics Society, Vol. 1, pp. 554 - 558, 1998.
9. A. AI-Amoudi and L. Zhang, "Application of Radial Basis Function Networks For Solar-Array Modelling And Maximum Power-Point Prediction", IEE Proceeding - Generation, Transmission and Distribution, Vol. 147, No. 5, pp. 310-316, Sept. 2000.
10. R.Ramaprabha and B.L.Mathur, "A Technique to extract maximum Power from Photovoltaic Panels", Proc. of IEEE Int. Conf. on Recent Advancements and Applications of Computer in Electrical Engineering, pp. 447 -449, Bikaner, Rajastan, India, Mar. 24-25, 2007.
11. S Geoff Walker, "Evaluating MPPT Converter Topologies using a MATLAB PV Model".
12. Duffie, J.A, and Beckman, W.A.(2006), Solar Engineering of Thermal Processes. John Wiley Sons, 3rd edition.
13. Marcelo Gradella Villalva, Jonas Rafael Gazoli and Ernesto Ruppert Filho (2009), "Comprehensive Approach to Modeling and Simulation of Photovoltaic Arrays", IEEE Transactions On Power Electronics, Vol.24, No.5, pp 1198-1208.
14. Engin Karatepe, Mutlu Boztepe and Metin Colak, "Development of suitable model for characterizing photovoltaic arrays with shaded solar cells", Solar Energy, 2007, pp 329-340.
15. www.mathworks.com.