A neural network model forecasting for prediction of hourly ozone concentration in Corsica

2011 10th International Conference on Environment and Electrical Engineering, EEEIC.EU 2011 - Conference Proceedings

Volumn , Issue , 2011, Pages

  Paoli, Christophe ^a   Notton, Gilles ^a   Nivet, Marie Laure ^a   Padovani, Michel ^b   Savelli, Jean Luc ^b  

^a UNIVERSITÉ DE CORSE   (France)

^b Qualitair Corse   (France)

Author keywords

Artificial neural networks; multi layer perceptron; ozone prediction; time series forecasting

Indexed keywords

AIR QUALITY FORECASTING; CORSICA; MAPPING SYSTEMS; MEAN ABSOLUTE PERCENTAGE ERROR; MEASUREMENT ACCURACY; MULTI LAYER PERCEPTRON; NEURAL NETWORK MODEL; OZONE CONCENTRATION; OZONE POLLUTION; OZONE PREDICTION; TIME SERIES FORECASTING;

AIR QUALITY; FORECASTING; NETWORKS (CIRCUITS); OPTIMIZATION; OZONE; OZONE LAYER; POLLUTION; TIME SERIES;

NEURAL NETWORKS;

EID: 79959957776     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EEEIC.2011.5874661     Document Type: Conference Paper

References (14)

1. M. Gardner, S. Dorling, Artificial neural networks (the multilayer perceptron)-a review of applications in the atmospheric sciences, Atmospheric Environment. 32 (1998) 2627-2636. (Pubitemid 28351824)
2. S.F. Crone, Stepwise Selection of Artificial Neural Networks Models for Time Series Prediction, 15 (2005).
3. C. Paoli, C. Voyant, M. Muselli, M. Nivet, Forecasting of preprocessed daily solar radiation time series using neural networks, Solar Energy. 84 (2010) 2146-2160.
4. A. Mellit, A.M. 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. 84 (2010) 807-821.
5. A. Sfetsos, D. Vlachogiannis, A new methodology development for the regulatory forecasting of PM10. Application in the Greater Athens Area, Greece, Atmospheric Environment. 44 (2010) 3159-3172.
6. A. Dutot, J. Rynkiewicz, F. Steiner, J. Rude, A 24-h forecast of ozone peaks and exceedance levels using neural classifiers and weather predictions, Environmental Modelling & Software. 22 (2007) 1261-1269. (Pubitemid 46561406)
7. A. Kurt, B. Gulbagci, F. Karaca, O. Alagha, An online air pollution forecasting system using neural networks, Environment International. 34 (2008) 592-598.
8. G.P. Zhang, M. Qi, Neural network forecasting for seasonal and trend time series, European Journal of Operational Research. 160 (2005) 501-514.
9. Min Qi, G. Zhang, Trend Time Series Modeling and Forecasting With Neural Networks, IEEE Trans. Neural Netw. 19 (2008) 808-816. (Pubitemid 351728817)
10. G. Zhang, Forecasting with artificial neural networks: The state of the art, International Journal of Forecasting. 14 (1998) 35-62. (Pubitemid 128340470)
11. J. Faraday, C. Chatfield, Times Series Forecasting with Neural Networks: A Case Study, (1998).
12. A. Jain, Jianchang Mao, K. Mohiuddin, Artificial neural networks: a tutorial, Computer. 29 (1996) 31-44. (Pubitemid 126515068)
13. Y. Hu, J. Hwang, Handbook of neural network signal processing, CRC Press, Boca Raton, 2002.
14. D. Ahlburg, Error measures and the choice of a forecast method, International Journal of Forecasting. 8 (1992) 99-100.