Title | Stochastic Model Predictive Control of Energy Management Systems with Human in the Loop |
Publication Type | Conference Paper |
Year of Publication | 2020 |
Authors | Shimamoto, Shogo, Kobayashi, Koichi, Yamashita, Yuh |
Conference Name | 2020 IEEE 9th Global Conference on Consumer Electronics (GCCE) |
Keywords | Atmospheric modeling, decision making, energy management systems, human factors, human in the loop, human-in-theloop, Mathematical model, optimal control, predictive control, pubcrawl, stochastic model predictive control, Temperature distribution, Temperature measurement |
Abstract | In this paper, we propose a method of stochastic model predictive control for energy management systems including human-in-the-loop. Here, we consider an air-conditioning system consisting of some rooms. Human decision making about the set temperature is modeled by a discrete-time Markov chain. The finite-time optimal control problem solved in the controller is reduced to a mixed integer linear programming problem. |
DOI | 10.1109/GCCE50665.2020.9291914 |
Citation Key | shimamoto_stochastic_2020 |