Back to Search Start Over

Smart finite state devices: A modeling framework for demand response technologies

Authors :
Maxim Ananyev
Konstantin Turitsyn
Michael Chertkov
Scott Backhaus
Massachusetts Institute of Technology. Department of Mechanical Engineering
Turitsyn, Konstantin
Source :
arXiv, CDC/ECC
Publication Year :
2011
Publisher :
Institute of Electrical and Electronics Engineers, 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 />8 pages, 8 figures, submitted IEEE CDC 2011

Details

Language :
English
Database :
OpenAIRE
Journal :
arXiv, CDC/ECC
Accession number :
edsair.doi.dedup.....397a4d4996ee8d393bef201c9251ea50