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Modeling and Design of Real-Time Pricing Systems Based on Markov Decision Processes

机译:基于马尔可夫决策过程的实时定价系统建模与设计

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A real-time pricing system of electricity is a system that charges different electricity prices for different hours of the day and for different days, and is effective for reducing the peak and flattening the load curve. In this paper, using a Markov decision process (MDP), we propose a modeling method and an optimal control method for real-time pricing systems. First, the outline of real-time pricing systems is explained. Next, a model of a set of customers is derived as a multi-agent MDP. Furthermore, the optimal control problem is formulated, and is reduced to a quadratic programming problem. Finally, a numerical simulation is presented.
机译:实时电价系统是一种在一天中的不同时段和不同的日子对不同的电价收费的系统,对于减少高峰和使负荷曲线平坦化是有效的。本文采用马尔可夫决策过程(MDP),提出了一种用于实时定价系统的建模方法和最优控制方法。首先,解释实时定价系统的概述。接下来,将一组客户模型导出为多代理MDP。此外,制定了最优控制问题,并将其简化为二次规划问题。最后,给出了数值模拟。

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