A Two-Timescale Decision-Hazard-Decision Formulation for Storage Usage Values Calculation
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arXiv
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| Format: | Preprint |
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2024
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| author | Parra, Camila Martinez de Lara, Michel Chancelier, Jean-Philippe Carpentier, Pierre Janin, Jean-Marc Ruiz, Manuel |
| author_facet | Parra, Camila Martinez de Lara, Michel Chancelier, Jean-Philippe Carpentier, Pierre Janin, Jean-Marc Ruiz, Manuel |
| contents | The penetration of renewable energies requires additional storages to deal with intermittency. Accordingly, there is growing interest in evaluating the opportunity cost (usage value) associated with stored energy in large storages, a cost obtained by solving a multistage stochastic optimization problem. Today, to compute usage values under uncertainties, an adequacy resource problem is solved using stochastic dynamic programming assuming a hazard-decision information structure. This modelling assumes complete knowledge of the coming week uncertainties, which is not adapted to the system operation as the intermittency occurs at smaller timescale. We equip the twotimescale problem with a new information structure considering planning and recourse decisions: decision-hazard-decision. This structure is used to decompose the multistage decision-making process into a nonanticipative planning step in which the on/off decisions for the thermal units are made, and a recourse step in which the power modulation decisions are made once the uncertainties have been disclosed. In a numerical case, we illustrate how usage values are sensitive as how the disclosure of information is modelled. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2408_17113 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Two-Timescale Decision-Hazard-Decision Formulation for Storage Usage Values Calculation Parra, Camila Martinez de Lara, Michel Chancelier, Jean-Philippe Carpentier, Pierre Janin, Jean-Marc Ruiz, Manuel Optimization and Control The penetration of renewable energies requires additional storages to deal with intermittency. Accordingly, there is growing interest in evaluating the opportunity cost (usage value) associated with stored energy in large storages, a cost obtained by solving a multistage stochastic optimization problem. Today, to compute usage values under uncertainties, an adequacy resource problem is solved using stochastic dynamic programming assuming a hazard-decision information structure. This modelling assumes complete knowledge of the coming week uncertainties, which is not adapted to the system operation as the intermittency occurs at smaller timescale. We equip the twotimescale problem with a new information structure considering planning and recourse decisions: decision-hazard-decision. This structure is used to decompose the multistage decision-making process into a nonanticipative planning step in which the on/off decisions for the thermal units are made, and a recourse step in which the power modulation decisions are made once the uncertainties have been disclosed. In a numerical case, we illustrate how usage values are sensitive as how the disclosure of information is modelled. |
| title | A Two-Timescale Decision-Hazard-Decision Formulation for Storage Usage Values Calculation |
| topic | Optimization and Control |
| url | https://arxiv.org/abs/2408.17113 |