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Control of Two Energy Storage Units with Market Impact: Lagrangian Approach and Horizons
- Publication Year :
- 2020
-
Abstract
- Energy storage and demand-side response will play an increasingly important role in the future electricity system. We extend previous results on a single energy storage unit to the management of two energy storage units cooperating for the purpose of price arbitrage. We consider a deterministic dynamic programming model for the cooperative problem, which accounts for market impact. We develop the Lagrangian theory and present a new algorithm to identify pairs of strategies. While we are not able to prove that the algorithm provides optimal strategies, we give strong numerical evidence in favour of it. Furthermore, the Lagrangian approach makes it possible to identify decision and forecast horizons, the latter being a time beyond which it is not necessary to look in order to determine the present optimal action. In practice, this allows for real-time reoptimization, with both horizons being of the order of days. Index Terms-control, two storage units, arbitrage, pricemaker, market impact, energy, Lagrangian.<br />Comment: 6 pages, 1 figure. Conference paper accepted to The 16th International Conference on Probabilistic Methods Applied to Power Systems (PMAPS 2020)
- Subjects :
- Mathematics - Optimization and Control
90-06, 90B05
Subjects
Details
- Database :
- arXiv
- Publication Type :
- Report
- Accession number :
- edsarx.2003.05715
- Document Type :
- Working Paper