G
[GBB+17] Mauricio González, Olivier Beaude, Patricia Bouyer, Samson Lasaulce, and Nicolas Markey. Stratégies d'ordonnancement de consommation d'énergie en présence d'information imparfaite de prévision. In GRETSI'17. September 2017.
Abstract

Energy consumption problems (e.g., electric vehicles charging) are very related to communication problems. The "water-filling" algorithm can be used, but it is not robust w.r.t. the noise of the "non-flexible", i.e. not-controllable, energy consumption forecasting. We propose a robust algorithm using the probabilistic model-checker PRISM, to exploit the idea of discretizing the consumption action (as for a modulation to small constellation) and the dynamic structure of the problem in a Markov-decision-process model.

@inproceedings{gretsi2017-GBBLM,
  author =              {Gonz{\'a}lez, Mauricio and Beaude, Olivier and
                         Bouyer, Patricia and Lasaulce, Samson and Markey,
                         Nicolas},
  title =               {Strat{\'e}gies d'ordonnancement de consommation
                         d'{\'e}nergie en pr{\'e}sence d'information
                         imparfaite de pr{\'e}vision},
  booktitle =           {{A}ctes du 26{\`e}me {C}olloque du {G}roupe
                         d'{\'E}tudes du {T}raitement du {S}ignal et des
                         {I}mages ({GRETSI}'17)},
  acronym =             {{GRETSI}'17},
  year =                {2017},
  month =               sep,
  abstract =            {Energy consumption problems (e.g., electric vehicles
                         charging) are very related to communication
                         problems. The "water-filling" algorithm can be used,
                         but it is not robust w.r.t. the noise of the
                         "non-flexible", i.e. not-controllable, energy
                         consumption forecasting. We~propose a robust
                         algorithm using the probabilistic model-checker
                         PRISM, to exploit the idea of discretizing the
                         consumption action (as~for a modulation to small
                         constellation) and the dynamic structure of the
                         problem in a Markov-decision-process model.},
}
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