TY - GEN
T1 - Smart finite state devices
T2 - 2011 50th IEEE Conference on Decision and Control and European Control Conference, CDC-ECC 2011
AU - Turitsyn, Konstantin
AU - Backhaus, Scott
AU - Ananyev, Maxim
AU - Chertkov, Michael
PY - 2011
Y1 - 2011
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=84860702053&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84860702053&partnerID=8YFLogxK
U2 - 10.1109/CDC.2011.6160649
DO - 10.1109/CDC.2011.6160649
M3 - Conference contribution
AN - SCOPUS:84860702053
SN - 9781612848006
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 7
EP - 14
BT - 2011 50th IEEE Conference on Decision and Control and European Control Conference, CDC-ECC 2011
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 12 December 2011 through 15 December 2011
ER -