Confidence intervals for annual wind power production
ESAIM. Proceedings, Tome 44 (2014), pp. 150-158
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Wind power is an intermittent resource due to wind speed intermittency. However wind speed can be described as a stochastic process with short memory. This allows us to derive a central limit theorem for the annual or pluri-annual wind power production and then get quantiles of the wind power production for one, ten or twenty years future periods. On the one hand, the interquantile spread offers a measurement of the intrinsic uncertainties of wind power production. On the other hand, different quantiles with different periods of time are used by financial institutions to quantify the financial risk of the wind turbine. Our method is then applied to real datasets corresponding to a French wind turbine. Since confidence intervals can be enhanced by taking into account seasonality, we present some tools for change point analysis on wind series.
Affiliations des auteurs :
Alain Bensoussan 1, 2 ; Pierre Raphaël Bertrand 3 ; Alexandre Brouste 4 ; Nabiha Haouas 3, 5 ; Mehdi Fhima 6 ; Daouda Koulibaly 7
@article{EP_2014_44_a9,
author = {Alain Bensoussan and Pierre Rapha\"el Bertrand and Alexandre Brouste and Nabiha Haouas and Mehdi Fhima and Daouda Koulibaly},
title = {Confidence intervals for annual wind power production},
journal = {ESAIM. Proceedings},
pages = {150--158},
year = {2014},
volume = {44},
doi = {10.1051/proc/201444009},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1051/proc/201444009/}
}
TY - JOUR AU - Alain Bensoussan AU - Pierre Raphaël Bertrand AU - Alexandre Brouste AU - Nabiha Haouas AU - Mehdi Fhima AU - Daouda Koulibaly TI - Confidence intervals for annual wind power production JO - ESAIM. Proceedings PY - 2014 SP - 150 EP - 158 VL - 44 UR - http://geodesic.mathdoc.fr/articles/10.1051/proc/201444009/ DO - 10.1051/proc/201444009 LA - en ID - EP_2014_44_a9 ER -
%0 Journal Article %A Alain Bensoussan %A Pierre Raphaël Bertrand %A Alexandre Brouste %A Nabiha Haouas %A Mehdi Fhima %A Daouda Koulibaly %T Confidence intervals for annual wind power production %J ESAIM. Proceedings %D 2014 %P 150-158 %V 44 %U http://geodesic.mathdoc.fr/articles/10.1051/proc/201444009/ %R 10.1051/proc/201444009 %G en %F EP_2014_44_a9
Alain Bensoussan; Pierre Raphaël Bertrand; Alexandre Brouste; Nabiha Haouas; Mehdi Fhima; Daouda Koulibaly. Confidence intervals for annual wind power production. ESAIM. Proceedings, Tome 44 (2014), pp. 150-158. doi: 10.1051/proc/201444009
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