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Multiobjective Home Appliances Scheduling Considering Customer Thermal Discomfort: A Multistep Look-ahead ADP-Based Approach

机译:考虑客户热量不适的多目标家电调度:基于ADP的多步预见方法

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This paper proposes a multiobjective home energy management unit (MO-HEMU) to balance the electricity payment and thermal discomfort of a household by properly scheduling devices in a time-varying price environment. The thermal discomfort is measured by the deviation of indoor and hot water temperature from the user’s ideal temperature. The home devices include solar Photovoltaics, a battery storage system, deferrable, and thermal appliances. The proposed MO-HEMU is formulated as a dynamic program and a method based on the approximated dynamic programming is used as the scheduling algorithm. The developed method, called multistep look-ahead algorithm, is an iterative algorithm that overcomes the curse of dimensionality of the exact DP by choosing a decision based on a limited number of stages ahead. The effectiveness of the proposed model is investigated through numerical simulations. The proposed MO-HEMU enables customers to find the desired trade-off between electricity payment and a discomfort level.
机译:本文提出了一种多目标家庭能源管理单元(MO-HEMU),通过在时变价格环境中适当地调度设备来平衡家庭的用电和热不适感。通过室内和热水温度与用户理想温度之间的偏差来衡量热不适感。家用设备包括太阳能光伏电池,电池存储系统,可推迟使用的和热能设备。将提出的MO-HEMU公式化为动态程序,并将基于近似动态规划的方法用作调度算法。所开发的方法称为多步超前算法,是一种迭代算法,通过基于有限数量的阶段选择决策来克服精确DP的维数诅咒。通过数值模拟研究了所提出模型的有效性。拟议的MO-HEMU使客户能够在电费和不适水平之间找到所需的权衡。

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