Solar photovoltaic array's shadow evaluation using neural network with on-site measurement

2007 IEEE Canada Electrical Power Conference, EPC 2007

Volumn , Issue , 2007, Pages 44-49

  Nguyen, Dzung D ^a   Lehman, Brad ^a   Kamarthi, Sagar ^a  

^a NORTHEASTERN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION ALGORITHMS; ELECTRIC POWER SUPPLIES TO APPARATUS; FIBER LASERS; IMAGE CLASSIFICATION; PATTERN RECOGNITION SYSTEMS; SOLAR CONCENTRATORS; SOLAR ENERGY; SOLAR POWER GENERATION;

AMBIENT TEMPERATURES; COMBINED METHODS; COMPUTATIONAL EFFORTS; ELECTRICAL POWER; FEED-FORWARD NETWORKS; INPUT SIGNALS; LONG TERM; MAXIMUM OUTPUT POWER; MULTI-LAYER PERCEPTRONS; NEURAL NETWORK MODELLING; ON-SITE MEASUREMENTS; OUTPUT SIGNALS; SHADOW EFFECTS; SOLAR IRRADIATIONS; SOLAR PANELS; SOLAR PHOTOVOLTAIC; SOLAR PHOTOVOLTAIC ARRAY; SOLAR PV; TEST DATA; TRAINING DATA;

NEURAL NETWORKS;

EID: 49249121697     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EPC.2007.4520304     Document Type: Conference Paper

References (18)

1. V.Quaschning and, R. Hanitsch, "Numerical simulation of current-voltage characteristics of photovoltaic systems with shaded solar cells," Solar Energy, vol. 56, no. 6, pp. 513-520, 1996.
2. Energy Trust Program: http://www.energytrust.org/TA/solar/charts/ How_to_use.html
3. Narendra D. Kaushika and Nalin K. Gautam "Energy Yield, Simulations, of Interconnected Solar PV Arrays", IEEE Transaction on Energy Conversion, vol. 18, No. 1, March 2003.
4. Dzung D Nguyen, Brad Lehman "Modeling and Simulation Solar PV Array under Shadow Conditions", IEEE Compel, July 17-19, 2006.
5. st IEEE Photovoltaic Specialists Conference, 2005.
6. Francois Giraud, Ziyad M. Salameh, "Analysis of the Effects of a Passing Cloud on a Grid-Interactive, Photovoltaic System with Battery Storage using Neural Network," IEEE Transactions on Energy Conversion, Vol. 14, No. 4, December 1999.
7. Takashi Hiyama, Ken Kitabayashi, "Neural Nerwork Based Estimation of Maximum Power Generation from PV Module Using Enviromental Information," IEEE Transaction on Energy Conversion, Vol. 12, No.3, September 1997.
8. L. Hontoria, 1. Aguilera, P. Zufiria, . Grupo de Redes Neuronales. "A Tool for Obtaining the LOLP Curves for Sizing Off-Grid Photovoltaic System Based on Neural Network", IEEE Conference on Photovoltaic Energy Conversion, May 1, 1-18, 2003.
9. A.Al-Amoudi and L.Zhang, "Application of radial basis function networks for solar-array modelling and maximum power-point predict ion", IEEE Transmission and Distribution, Vol. 147, No. 5, September 2000.
10. Volker Quaschning "Understanding renewable energy systems", Earth Scan 2005, ISBN 1-84407-128-6 (pbk.)
11. Wilhelm Durisch and Jean-Claude Mayor "Application of A Generalized Current Voltage Model for Module Solar Cells to Outdoor Measurement On a Siemen SM 110-Module," IEEE Conference on Photovoltaic Energy Conversion, May 11-18, 2003.
12. V.Quaschning and R. Hanitsch, "Influence of shading on electrical parameters of solar cells," Photovoltaic Specialists Conference, 13-17 May 1996.
13. Ward T. Jewell, M Timothy D. Unruh, "Limits on Cloud-Induced Fluctuation in Photovoltaic Generation", IEEE Transactions on Energy Conversion, Vol. 5, No. 1, March 1990.
14. J. Henriques, P. Gil, A. Cardoso, A. Dourado, "Scheduling of PID Controllers by Means of A Neural Network with Application to a Solar Power Plant", International Joint Conference on Neural network, 2002.
15. rd IEEE Convention of Electrical and Electronics Engineers, 2004.
16. A. Mellit, M. Benghanem, A. Hadj Arab, A. Guessoum, K. Moulai "Neural Network Adaptive Wavelets for Sizing of Stand-Alone Photovoltaic System," IEEE International Conference on Intelligent Systems, June 2004.
17. Nobuyoshi Mutoh, Takaoshi Matuo, Kazuhito Okada, Masahiro Sakai, "Prediction, Data-Based Maximum Power Point Tracking Method for Photovoltaic Power Generation System," IEEE Power Electronics Specialists Conference, Vol. 3, 23-27 June 2002.
18. Takashi Hiyama, Shinichi Kouzuma, Tomofumi 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, Jun 1995.