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Smart Finite State Devices: A Modeling Framework for Demand Response Technologies
- Publication Year :
- 2011
-
Abstract
- We introduce and analyze Markov Decision Process (MDP) machines to model individual devices which are expected to participate in future demand-response markets on distribution grids. We differentiate devices into the following four types: (a) optional loads that can be shed, e.g. light dimming; (b) deferrable loads that can be delayed, e.g. dishwashers; (c) controllable loads with inertia, e.g. thermostatically-controlled loads, whose task is to maintain an auxiliary characteristic (temperature) within pre-defined margins; and (d) storage devices that can alternate between charging and generating. Our analysis of the devices seeks to find their optimal price-taking control strategy under a given stochastic model of the distribution market.<br />Comment: 8 pages, 8 figures, submitted IEEE CDC 2011
- Subjects :
- Computer Science - Systems and Control
Mathematics - Optimization and Control
Subjects
Details
- Database :
- arXiv
- Publication Type :
- Report
- Accession number :
- edsarx.1103.2750
- Document Type :
- Working Paper
- Full Text :
- https://doi.org/10.1109/CDC.2011.6160649