Hybrid model analysis and validation for PV energy production forecasting

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2014, Pages 1957-1962

  Gandelli, A ^a   Grimaccia, F ^a   Leva, S ^a   Mussetta, M ^a   Ogliari, E ^a  

^a POLITECNICO DI MILANO   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

FORECASTING; NUMERICAL METHODS; SMART POWER GRIDS;

ENERGY PRODUCTIONS; FORECASTING METHODS; HYBRID APPROACH; HYBRID ARTIFICIAL NEURAL NETWORK; NUMERICAL RESULTS; PHOTOVOLTAIC PLANT; PHYSICAL CONSTRAINTS; SMART GRID APPLICATIONS;

NEURAL NETWORKS;

EID: 84908469237     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2014.6889786     Document Type: Conference Paper

References (17)

1. M. Brenna, A. Dolara, F. Foiadelli, G. C. Lazaroiu, S. Leva, "Transient Analysis of Large Scale PV Systems with Floating DC Section", Energies 2012, 5(10), 3736-3752
2. P. Bellezza Quater, F. Grimaccia, S. Leva, M. Mussetta, and M. Aghaei, "Light Unmanned Aerial Vehicles (UAVs) for Cooperative Inspection of PV Plants", IEEE Journal of Photovoltaics, 2014
3. A. Mellit, A. Massi Pavan, "A 24-h forecast of solar irradiance using artificial neural network: Application for performance prediction of a grid-connected PV plant at Trieste", Italy, Solar Energy, Volume 84, Issue 5, May 2010, Pages 807-821.
4. F. O. Hocaoglu, O. N. Gerek, and M. Kurban, "Hourly solar radiation forecasting using optimal coefficient 2-D linear filters and feed-forward neural networks", Solar Energy, vol. 82, no. 8, pp. 714-726, 2008.
5. F. Wang, Z. Mi, S. Su, and H. Zhao, "Short-term solar irradiance forecasting model based on artificial neural network using statistical feature parameters", Energies, vol. 5, no. 5, pp. 1355-1370, 2012.
6. H. T. C. Pedro and C. F. M. Coimbra, "Assessment of forecasting techniques for solar power production with no exogenous inputs", Solar Energy, vol. 86, no. 7, pp. 2017-2028, 2012.
7. E. Izgi, A. Öztopal, B. Yerli, M. K. Kaymak, and A. D. Sahin, "Short-mid-term solar power prediction by using artificial neural networks", Solar Energy, vol. 86, no. 2, pp. 725-733, 2012.
8. J. Shi, W. J. Lee, Y. Liu, Y. Yang, and P. Wang, "Forecasting power output of photovoltaic systems based on weather classification and support vector machines", IEEE T. on Industry Applications, vol. 48, no. 3, pp. 1064-1069, 2012.
9. T. Alamsyah, K. Sopian, and A. Shahrir, "Predicting average energy conversion of photovoltaic system in Malaysia using a simplified method", Renewable Energy, 29(3):403-411, 2004.
10. D. Caputo, F. Grimaccia, M. Mussetta, R. E. Zich, "Photovoltaic plants predictive model by means of ANN trained by a hybrid evolutionary algorithm", Proceedings of the International Joint Conference on Neural Networks (IJCNN 2010), July 2010.
11. Simonov, M., Mussetta, M., Grimaccia, F., Leva, S., Zich, R. E., "Artificial intelligence forecast of PV plant production for integration in smart energy systems", International Review of Electrical Engineering, 7(1), pp. 3454-3460, 2012.
12. Robert Ulbricht, Ulrike Fischer, Wolfgang Lehner, and Hilko Donker, "First Steps Towards a Systematical Optimized Strategy for Solar Energy Supply Forecasting, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases" (ECMLPKDD 2013), Prague, September 23th to 27th, 2013.
13. F. Grimaccia, M. Mussetta, R. Zich, "Neuro-fuzzy predictive model for PV energy production based on weather forecast", IEEE International Conference on Fuzzy Systems
14. Richard E. Bird, "A simple solar spectral model for directnormal and diffuse horizontal irradiance", Solar Energy, Volume 32, Issue 4, 1984, Pages 461-471.
15. E. Ogliari, F. Grimaccia, S. Leva, and M. Mussetta. "Hybrid predictive models for accurate forecasting in PV systems." Energies, 6(4):1918-1929, 2013.
16. F. Grimaccia, S. Leva, M. Mussetta, E. Ogliari, "Analysis and Validation of ANN PV power output forecasting at 24 hours ahead", Proc. ELECTRIMACS 2014, 19th-22nd May 2014, Valencia, Spain
17. A. Dolara, G. C. Lazaroiu, S. Leva, and G. Manzolini, "Experimental investigation of partial shading scenarios on PV (photo-voltaic) modules", Energy, vol. 55, pp. 466-475, 2013.