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Mathieu David

Researcher at University of La Réunion

Publications -  69
Citations -  2939

Mathieu David is an academic researcher from University of La Réunion. The author has contributed to research in topics: Solar irradiance & Photovoltaic system. The author has an hindex of 25, co-authored 65 publications receiving 2277 citations.

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Review of solar irradiance forecasting methods and a proposition for small-scale insular grids

TL;DR: In this article, the authors present an in-depth review of the current methods used to forecast solar irradiance in order to facilitate selection of the appropriate forecast method according to needs.
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A benchmarking of machine learning techniques for solar radiation forecasting in an insular context

TL;DR: It is found that for hour ahead solar forecasting, the machine learning techniques slightly improve the performances exhibited by the linear AR and the scaled persistence model, however, the improvement appears to be more pronounced in case of unstable sky conditions.
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Probabilistic forecasting of the solar irradiance with recursive ARMA and GARCH models

TL;DR: This paper assesses the performances of a commonly used combination of two linear models (ARMA and GARCH) in econometrics in order to provide probabilistic forecasts of solar irradiance and the proposed model is able to perform point forecasts as accurately as other methods based on machine learning techniques.
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Verification of deterministic solar forecasts

TL;DR: To analyze and compare solar forecasts, the well-established Murphy–Winkler framework for distribution-oriented forecast verification is recommended as a standard practice and the use of the root mean square error (RMSE) skill score based on the optimal convex combination of climatology and persistence methods is highly recommended.