activity
20072017
most citedNumerical Weather Prediction (NWP) and hybrid ARMA/ANN model to predict global radiation

273 citations · 402 across the 14 of their papers we have counts for

collaborators

16 papers

physics.soc-ph2017★ 8 cited

On the impact of the global energy policy framework on the development and sustainability of renewable power systems in Sub-Saharan Africa: the case of solar PV

Benjamin Pillot, Marc Muselli, Philippe Poggi +1

From 1972 and the Meadows report to 1997 and the ratification of the Kyoto Protocol by most of the countries in the world, the global energy policy framework has undergone a paradi…

cs.LG2014

Short-term solar irradiance and irradiation forecasts via different time series techniques: A preliminary study

Cédric Join, Cyril Voyant, Michel Fliess +4

This communication is devoted to solar irradiance and irradiation short-term forecasts, which are useful for electricity production. Several different time series approaches are em…

cs.NE2014

Meteorological time series forecasting with pruned multi-layer perceptron and 2-stage Levenberg-Marquardt method

Cyril Voyant, Wani W. Tamas, Marie Laure Nivet +4

A Multi-Layer Perceptron (MLP) defines a family of artificial neural networks often used in TS modeling and forecasting. Because of its "black box" aspect, many researchers refuse…

cs.LG2014★ 12 cited

Meteorological time series forecasting based on MLP modelling using heterogeneous transfer functions

Cyril Voyant, Marie Laure Nivet, Christophe Paoli +2

In this paper, we propose to study four meteorological and seasonal time series coupled with a multi-layer perceptron (MLP) modeling. We chose to combine two transfer functions for…

stat.AP2014★ 2 cited

Numerical weather prediction or stochastic modeling: an objective criterion of choice for the global radiation forecasting

Cyril Voyant, Gilles Notton, Christophe Paoli +3

Numerous methods exist and were developed for global radiation forecasting. The two most popular types are the numerical weather predictions (NWP) and the predictions using stochas…

cs.CE2014

Time series modeling and large scale global solar radiation forecasting from geostationary satellites data

Cyril Voyant, Pierrick Haurant, Marc Muselli +2

When a territory is poorly instrumented, geostationary satellites data can be useful to predict global solar radiation. In this paper, we use geostationary satellites data to gener…