Title :
Collective target tracking mean field control for electric space heaters
Author :
Kizilkale, Arman C. ; Malhame, Roland P.
Author_Institution :
Dept. of Electr. Eng., Ecole Polytech. de Montreal & Groupe d´Etudes et de Rech. en Anal. des Decisions, Montreal, QC, Canada
Abstract :
As part of a system wide optimization problem in smart grids it is required that the mean temperature of a massive number of space heating devices associated with energy storage follows a computed target temperature trajectory. The classical control approach is to compute the required signal centrally for each device and to send that signal. However, the corresponding computational and communication requirements can be forbidding. Instead, in this paper the presence of large numbers of heaters justifies the use of a decentralized mean field control based approach to the problem. A novel agent cost structure including an integral term is utilized for this purpose. The corresponding system of mean field equations is developed, a fixed point analysis is given, an e-Nash theorem is presented, and numerical simulation results are provided.
Keywords :
decentralised control; electric heating; energy storage; optimisation; smart power grids; space heating; target tracking; agent cost structure; collective target tracking mean field control; computed target temperature trajectory; decentralized mean field control based approach; e-Nash theorem; electric space heaters; energy storage; fixed point analysis; integral term; mean field equations; numerical simulation; smart grids; space heating devices; system wide optimization problem; Equations; Mathematical model; Sociology; Space heating; Statistics; Target tracking; Trajectory;
Conference_Titel :
Control and Automation (MED), 2014 22nd Mediterranean Conference of
Conference_Location :
Palermo
Print_ISBN :
978-1-4799-5900-6
DOI :
10.1109/MED.2014.6961476