Work

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

Year: 2011
Type: conference-paper
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.
Language: English
Open Access status: green
OpenAlex ID: W1995696058
FWCI: 6.08
Cites: 15
Cited by: 30
Related to: 10