期刊
IEEE TRANSACTIONS ON SMART GRID
卷 14, 期 5, 页码 3388-3400出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TSG.2023.3247918
关键词
Microgrids; Psychology; Optimization; Mathematical models; Load modeling; Hidden Markov models; Power transmission lines; Control and psychology; control of microgrids optimization
This paper bridges the disciplines of systems & control and environmental psychology to jointly study the energy dynamic behavior of humans and the corresponding physical dynamics of the microgrid. Mathematical models inspired by opinion dynamics models are developed to describe and predict human activities related to energy use, considering psychological variables and social interactions. A human-cyber-physical system framework consisting of three layers is developed, and a distributed primal-dual control scheme is designed to solve a social-physical welfare optimization problem.
In this paper, to jointly study the energy dynamic behavior of humans and the corresponding physical dynamics of the microgrid, we bridge two disciplines: systems & control and environmental psychology. Firstly, we develop second order motivation-behavior mathematical models inspired by opinion dynamics models for describing and predicting human activities related to the use of energy, where psychological variables and social interactions are considered. Secondly, based on these models, we develop a human-cyber-physical system framework consisting of three layers: (i) human, (ii) cyber and (iii) physical. The first one describes human behavior influenced by behavioral intervention and motivation, which in turn depend on contextual factors, personal values and social norms. The cyber layer solves an optimization problem and embeds load controllers, which are designed to automatically mimic human behavior. Finally, the physical layer represents an AC microgrid. Thus, we formulate a social-physical welfare optimization problem and solve it by designing a distributed primal-dual control scheme, which generates the optimal behavioral intervention (with respect to a given reference) and the control inputs to the microgrid.
作者
我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。
推荐
暂无数据