Solar energy prediction for Malaysia using artificial neural networks

International Journal of Photoenergy

Volumn 2012, Issue , 2012, Pages

  Khatib, Tamer ^a   Mohamed, Azah ^a   Sopian, K ^a   Mahmoud, M ^b  

^a UNIVERSITI KEBANGSAAN MALAYSIA   (Malaysia)

^b AN NAJAH NATIONAL UNIVERSITY   (Palestine)

Author keywords

[No Author keywords available]

Indexed keywords

ERRORS; IRRADIATION; MEAN SQUARE ERROR; SOLAR ENERGY; SOLAR RADIATION;

ARTIFICIAL NEURAL NETWORK MODELING; CLEARNESS INDICES; ENERGY PREDICTION; FEED FORWARD MULTILAYERS; GLOBAL SOLAR IRRADIATION; MALAYSIA; MULTI-LAYER PERCEPTION; PERCENTAGE ERROR; PREDICTION METHODS; SOLAR IRRADIATION;

NEURAL NETWORKS;

EID: 84863671986     PISSN: 1110662X     EISSN: 1687529X     Source Type: Journal    
DOI: 10.1155/2012/419504     Document Type: Article

References (38)

1. Duffie J. A., Beckman W. A., Solar Engineering of Thermal Processes 1991 New York, NY, USA John Wiley and Sons
2. Coppolino S., A new correlation between clearness index and relative sunshine Renewable Energy 1994 4 4 417 423 (Pubitemid 24405873)
3. Elizondo D., Hoogenboom G., McClendon R. W., Development of a neural network model to predict daily solar radiation Agricultural and Forest Meteorology 1994 71 1-2 115 132 (Pubitemid 2152773)
4. Williams D. B., Zazueta F. S., Solar radiation estimation via neural network Proceedings of the 6th International Conference on Computers in Agriculture 1994 Cancun, Mexico ASAE 140 146
5. Williams D., Zazueta F., Solar radiation estimation via neural network. Proceedings of the 6th International Conference on Radiation. Computers in Agriculture 1996 Cancun, Mexico 1143 1149
6. Mohandes M., Rehman S., Halawani T. O., Estimation of global solar radiation using artificial neural networks Renewable Energy 1998 14 14 179 184 (Pubitemid 28466155)
7. Al-Alawi S. M., Al-Hinai H. A., An ANN-based approach for predicting global radiation in locations with no direct measurement instrumentation Renewable Energy 1998 14 14 199 204 (Pubitemid 28466157)
8. Guessoum A., Boubkeur S., Maafi A., A global irradiation model using radial basis function neural network Proceedings of the World Renew Energy Congress (WREC '98) 1998 Oxford, UK 332 336
9. Hontoria L., Riesco J., Zufiria P., Aguilera J., Improved generation of hourly solar radiation artificial series using neural networks Proceedings of the Engineering Applications of Neural Networks (EANN '99) 1999 Warsaw, Poland
10. Zufiria P., Vzquez A., Riesco J., Aguilera J., Hontoria L., A neural network approach for generating solar radiation artificial series Proceedings of the International Work-Conference on Artificial and Natural Neural Networks (IWANN '99) June 1999 Alicante, Spain
11. Mohandes M., Balghonaim A., Kassas M., Rehman S., Halawani T. O., Use of radial basis functions for estimating monthly mean daily solar radiation Solar Energy 2000 68 2 161 168 (Pubitemid 30563252)
12. Hontoria L., Riesco J., Zufiria P., Aguilera J., Application of neural networks in the solar radiation field. Obtainment of Solar Radiation Maps 3 Proceedings of the 16th European Photovoltaic for Chemical Engineers 2000 Amsterdam, The Netherlands Elsevier 385 408
13. Sfetsos A., Coonick A. H., Univariate and multivariate forecasting of hourly solar radiation with artificial intelligence techniques Solar Energy 2000 68 2 169 178 (Pubitemid 30563251)
14. Mihalakakou G., Santamouris M., Asimakopoulos D. N., The total solar radiation time series simulation in Athens, using neural networks Theoretical and Applied Climatology 2000 66 3-4 185 197
15. Kalogirou S. A., Artificial neural networks in renewable energy systems applications: a review Renewable and Sustainable Energy Reviews 2000 5 4 373 401
16. Hontoria L., Aguilera J., Riesco J., Zufiria P., Recurrent neural supervised models for generating solar radiation synthetic series Journal of Intelligent and Robotic Systems 2001 31 1-3 201 221 (Pubitemid 33099006)
17. Hontoria L., Aguilera J., Zufiria P., Generation of hourly irradiation synthetic series using the neural network multilayer perceptron Solar Energy 2002 72 5 441 446 (Pubitemid 34724921)
18. Dorvio A. S. S., Jervase J. A., Al-Lawati A., Solar radiation estimation using artificial neural networks Applied Energy 2002 74 307 319 (Pubitemid 34458636)
19. Tymvios F., Jacovides C. P., Michaelides S. C., The total solar energy on a horizontal level with the use of artificial neural networks Proceedings of the 6th Hellenic Conference of Meteorology, Climatology and Atmospheric Physics September 2002 Ioannina, Greece 26 28
20. Kalogirou S., Michaelides S. C., Tymvios F. S., Prediction of maximum solar radiation using artificial neural networks Proceedings of the 7th World Renewable Energy Congress (WREC '02) 2002
21. Reddy K. S., Ranjan M., Solar resource estimation using artificial neural networks and comparison with other correlation models Energy Conversion and Management 2003 44 15 2519 2530
22. Sozen A., Arcaklolu E., Ozalp M., Kant EG, Use of artificial neural networks for mapping the solar potential in Turkey Applied Energy 2004 77 273 286 (Pubitemid 37491959)
23. Sozen A., Arcaklolu E., Ozalp M., Estimation of solar potential in Turkey by artificial neural networks using meteorological and geographical data Energy Convers Manage 2004 45 18-19 3033 3052
24. Mellit A., Benghanem M., Hadj-Arab A., Guessoum A., Modeling of global solar radiation data from sunshine duration and temperature using the Radial Basis Function networks Proceedings of the IASTED International Conference on Modelling, Identification and Control (MIC '04) February 2004 Grindelwald, Switzerland
25. Hontoria L., Aguilera J., Zufiria P., An application of the multilayer perceptron: solar radiation maps in Spain Solar Energy 2005 79 5 523 530
26. Sozen A., Arcaklygblub E., Ozalpa M., Agclarc N. C., Forecasting based on neural network approach of solar potential in Turkey Renew Energy 2005 30 1075 1090
27. Tymvios F. S., Jacovides C. P., Michaelides S. C., Scouteli C., Comparative study of Angstroms and artificial neural networks methodologies in estimating global solar radiation Solar Energy 2005 78 6 752 762
28. Mellit A., Benghanem M., Bendekhis M., Artificial neural network model for prediction solar radiation data: application for sizing stand-alone photovoltaic power system 1 Proceedings of the IEEE Power Engineering Society General Meeting June 2005 40 44
29. Lpez G., Batlles F. J., Tovar-Pescador J., Selection of input parameters to model direct solar irradiance by using artificial neural networks Energy 2005 30 9 1675 1684 (Pubitemid 39605996)
30. Zarzalejo L. F., Ramirez L., Polo J., Artificial intelligence techniques applied to hourly global irradiance estimation from satellite-derived cloud index Energy 2005 30 9 1685 1697 (Pubitemid 39605997)
31. Alam S., Kaushik S. C., Garg S. N., Computation of beam solar radiation at normal incidence using artificial neural network Renewable Energy 2006 31 10 1483 1491 (Pubitemid 44051875)
32. Elminir H. K., Azzam Y. A., Younes F. I., Prediction of hourly and daily diffuse fraction using neural network, as compared to linear regression models Energy 2007 32 8 1513 1523 (Pubitemid 46591943)
33. Lpez G., Gueymard C. A., Clear-sky solar luminous efficacy determination using artificial neural networks Solar Energy 2007 81 7 929 939 (Pubitemid 46963350)
34. Mubiru J., Banda E. J. K. B., Estimation of monthly average daily global solar irradiation using artificial neural networks Solar Energy 2008 82 2 181 187
35. Chuah D. G. S., Lee S. L., Solar radiation in peninsular Malaysia-Statistical presentations Energy Conversion and Management 1982 22 1 71 84 (Pubitemid 12524590)
36. Sopian K., Othman M. Y. H., Estimates of monthly average daily global solar radiation in Malaysia Renewable Energy 1992 2 3 319 325
37. Muneer T., Solar Radiation and Daylight Models 2004 London, UK Elsevier
38. Caudill M., Butler C., Understanding Neural Networks: Computer Explorations 1993 1 Cambridge, Mass, USA The MIT Press Basic Networks