DocumentCode
3430164
Title
Smart finite state devices: A modeling framework for demand response technologies
Author
Turitsyn, Konstantin ; Backhaus, Scott ; Ananyev, Maxim ; Chertkov, Michael
Author_Institution
MIT, Mechanical Engineering, Cambridge, MA 02139, USA
fYear
2011
fDate
12-15 Dec. 2011
Firstpage
7
Lastpage
14
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.
Keywords
Electricity; Heating; Load management; Load modeling; Markov processes; Thermostats;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location
Orlando, FL
ISSN
0743-1546
Print_ISBN
978-1-61284-800-6
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2011.6160649
Filename
6160649
Link To Document