Title :
A brief tutorial on event-based optimization with applications in smart buildings
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
Event-based optimization provides a general formulation for many control, decision-making, and optimization problems. In this paper, we briefly review the key ideas of event-based optimization, and some recent development in this area, including establishing the relationship between event-based optimization and partially observable Markov decision process, approximate event-based optimization based on policy projections, event-based policy improvement, and the applications in smart buildings. We hope this review brings insight to simulation-based optimization in more general situations.
Keywords :
Markov processes; building management systems; buildings (structures); decision making; intelligent structures; Markov decision process; decision making; event-based optimization problems; event-based policy improvement; policy projections; simulation-based optimization; smart buildings; tutorial; Buildings; Least squares approximations; Linear approximation; Mathematical model; Optimization; Piecewise linear approximation; Event-based optimization; discrete event dynamic system; simulation-based optimization; smart buildings; wireless sensor network;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2014 11th World Congress on
DOI :
10.1109/WCICA.2014.7052906