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Cooperative game theory approach for multi-objective home energy management with renewable energy integration

机译:具有可再生能源整合的多目标家庭能源管理的合作博弈方法

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This study proposes a mathematical model of an intelligent multi-objective home energy management (HEM) scheme with the integration of small-scale renewable energy sources. The main aim of the proposed model is to handle the residential load demand in a smart way to minimise both the consumer's energy bill and the system peak demand simultaneously. To generate the best compromise solution of the proposed multi-objective problem, a cooperative game theory approach is used in this study on the basis of super-criterion and a Pareto optimal solution concept. In the cooperative game process, each HEM objective is assigned as a player and every player tries to maximise their own payoff. Bargaining model in the form of super criterion is considered in this game approach. Finally, all players can get win–win nature with collective negotiations. Generally, HEM method deals with various controllable devices having distinct operating characteristics. Because of this, the proposed HEM problem is modelled as a mixed-integer problem. Consequently, a mixed-integer non-linear programming is applied in this game process to maximise the super-criterion. To show the effectiveness of the proposed model, different case studies and various scenarios are carried out.
机译:这项研究提出了一个智能的多目标家庭能源管理(HEM)方案的数学模型,该方案集成了小型可再生能源。提出的模型的主要目的是以一种明智的方式处理住宅负荷需求,以同时最小化消费者的能源账单和系统峰值需求。为了产生所提出的多目标问题的最佳折衷解决方案,本研究在超级准则和帕累托最优解决方案概念的基础上,采用了合作博弈理论方法。在合作游戏过程中,每个HEM目标均被指定为玩家,并且每个玩家都试图最大化自己的收益。在这种博弈方法中考虑了以超级准则为形式的讨价还价模型。最后,所有参与者都可以通过集体谈判获得双赢的本性。通常,HEM方法处理具有不同工作特性的各种可控设备。因此,将提出的HEM问题建模为混合整数问题。因此,在此游戏过程中应用了混合整数非线性编程,以使超标准最大化。为了显示所提出模型的有效性,进行了不同的案例研究和各种方案。

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