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Optimal load scheduling of household appliances considering consumer preferences: An experimental analysis

机译:考虑消费者偏好的家用电器最优负荷调度:一项实验分析

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This paper discusses an experimental study of the home appliances scheduling problem that incorporates realistic aspects. The residential load scheduling problem is solved while considering consumer's preferences. The objective function minimizes the weighted sum of electricity cost by earning relevant incentives, and the scheduling inconvenience. The objective of this study is five-fold. First, it sought to develop and solve a binary integer linear programming optimization model for the problem. Second, it examined the factors that might affect the obtained schedule of residential loads. Third, it aimed to test the performance of a developed optimization model under different experimental scenarios. Fourth, it proposes a conceptual definition of a new parameter in the problem, the so-called "flexibility ratio". Finally, it adds a data set for use in the literature on the home appliance scheduling problem, which can be used to test the performance of newly-developed approaches to the solution of this problem. This paper presents the results of experimental analysis using four factors: problem size, flexibility ratio, time slot length and the objective function weighting factor. The experimental results show the main and interaction effects, where these exist, on three performance measures: the electricity cost, inconvenience and the optimization model computation time. (C) 2018 Elsevier Ltd. All rights reserved.
机译:本文讨论了结合实际方面的家用电器调度问题的实验研究。在考虑消费者的偏好的同时解决了住宅负荷调度问题。目标函数通过获得相关奖励和调度不便来最大程度地减少电力成本的加权和。这项研究的目标是五个方面。首先,它寻求开发和解决该问题的二进制整数线性规划优化模型。其次,它研究了可能影响获得的住宅负荷计划的因素。第三,它旨在测试在不同实验场景下开发的优化模型的性能。第四,它提出了问题中新参数的概念定义,即所谓的“柔韧性比”。最后,它添加了一个数据集以用于家用电器调度问题的文献中,该数据集可用于测试新开发的解决此问题的方法的性能。本文介绍了使用四个因素进行的实验分析结果:问题大小,灵活性比,时隙长度和目标函数加权因子。实验结果显示了在三个性能指标上存在的主要和相互作用的影响:电费,不便和优化模型的计算时间。 (C)2018 Elsevier Ltd.保留所有权利。

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  • 来源
    《Energy》 |2018年第15期|15-26|共12页
  • 作者

    Yahia Z.; Pradhan A.;

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