刘晓悦,孙玉容

• 1:华北理工大学电气工程学院

摘要(Abstract)：

为了应对大规模电动汽车充电站负荷的调度管理,提出一种基于Hadoop的模糊灰色GA-BP神经网络负荷预测模型。在云平台上,运用模糊聚类及灰色关联度分析选取相似日,将相似日负荷代入Map Reduce架构下的GA-BP神经网络预测模型进行学习,获得待测日的预测负荷。以城市辖区快换式充电站实测数据进行实验,实验结果证明,此方法在快换式充电站的负荷预测上兼具高效性与精确性。

关键词(KeyWords)： Hadoop架构;模糊聚类;灰色关联分析;负荷预测;BP神经网络;快换式电动汽车充电站

Abstract:

Keywords:

基金项目(Foundation): 国家自然科学基金资助项目(51574102);国家自然科学基金资助项目(51474086)~~

作者(Author): 刘晓悦,孙玉容

DOI: 10.16652/j.issn.1004-373x.2018.13.017

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