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Akademický článek

ResNet and PolyNet Based Identification and (MPC) Control of Dynamical Systems: A Promising Way

Autor: Pierre Clement Blaud, Philippe Chevrel, Fabien Claveau, Pierrick Haurant, Anthony Mouraud

Publikováno v: IEEE Access, Vol 11, Pp 20657-20672 (2023)

This paper deals with model predictive control synthesis which take benefits from artificial neural networks to model (non-linear) dynamical system. More precisely, thanks to a systematic and rigorous methodology, it is shown that residual networks (

Externí odkaz: https://doaj.org/article/76cb69f020e64db088c84eaf46c20ff6

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Akademický článek

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

Autor: Voyant, Cyril, Haurant, Pierrick, Muselli, Marc, Paoli, Christophe, Nivet, Marie Laure

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 generate 2-D time series of solar radiation for the next hour. The results

Externí odkaz: http://arxiv.org/abs/1401.4644

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Predictability of PV power grid performance on insular sites without weather stations: use of artificial neural networks

Autor: Voyant, Cyril, Muselli, Marc, Paoli, Christophe, Nivet, Marie Laure, Poggi, Philippe, Haurant, P.

Publikováno v: 24th European Photovoltaic Solar Energy Conference, Hamburg : Germany (2009)

The official meteorological network is poor on the island of Corsica: only three sites being about 50 km apart are equipped with pyranometers which enable measurements by hourly and daily step. These sites are Ajaccio (41\degree 55'N and 8\degree 48'

Externí odkaz: http://arxiv.org/abs/1001.2097

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