Title :
A tool for obtaining the LOLP curves for sizing off-grid photovoltaic systems based in neural networks
Author :
Hontoria, L. ; Aguilera, J. ; Zufiria, P.
Author_Institution :
Dpto. de Electron., Univ. de Jaen, Spain
Abstract :
In this paper a new approach for obtaining LOLP curves is presented. It is based on the neural network called multilayer perceptron (MLP). The method is based on the MLP ability to extract, from a sufficiently general training data set, the existing relationships between variables whose interdependence is unknown a priori. The MLP is trained with LOLP data from locations where they are available, and after the training, the MLP is able to generate LOLP curves for any value.
Keywords :
learning (artificial intelligence); multilayer perceptrons; photovoltaic power systems; probability; LOLP curves; MLP; multilayer perceptron; neural networks; off-grid photovoltaic system sizing; training data set;
Conference_Titel :
Photovoltaic Energy Conversion, 2003. Proceedings of 3rd World Conference on
Conference_Location :
Osaka, Japan
Print_ISBN :
4-9901816-0-3