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基于改进匈牙利算法的非侵入式负荷匹配方法
引用本文:魏恩伟,李伟华,张之涵,郑杰.基于改进匈牙利算法的非侵入式负荷匹配方法[J].电测与仪表,2019,56(22):58-64.
作者姓名:魏恩伟  李伟华  张之涵  郑杰
作者单位:深圳市康拓普信息技术有限公司,广东深圳,518034;中国南方电网深圳供电局有限公司,广东深圳,518048
摘    要:针对非侵入式负荷监测中常用电力负荷开启与关闭的配对特性,本文提出了一种基于匈牙利算法的匹配方法。在该方法中,首先采用Prony滑动窗进行负荷事件检测,并以此提取投切前后的负荷变化特征信息;然后将负荷开启和关闭事件转换为二分图寻优匹配问题,结合增广路径寻找最大匹配的原理,建立功率代价矩阵模型,进而寻找负荷投入和切除的最佳匹配。进一步地,为了避免负荷事件开启和关闭的功率不对等,提出采用添加虚拟节点的策略对算法进行改进,引入灰色关联度评价与多重匹配策略。实验结果表明,所提出的方法能有效地识别出负荷的开启和关闭,为后续准确的负荷辨识奠定基础。

关 键 词:负荷匹配  非侵入式  二分图  匈牙利算法
收稿时间:2018/12/5 0:00:00
修稿时间:2018/12/12 0:00:00

Non-Intrusive Load Matching Method Based on Improved Hungarian Algorithm
Wei Enwei,Li Weihu,Zhang Zhihan and Zheng Jie.Non-Intrusive Load Matching Method Based on Improved Hungarian Algorithm[J].Electrical Measurement & Instrumentation,2019,56(22):58-64.
Authors:Wei Enwei  Li Weihu  Zhang Zhihan and Zheng Jie
Affiliation:Shenzhen Comtop Information Technology Co., Ltd.,China Southern Power Grid Shenzhen Power Supply Bureau Co., Ltd.,China Southern Power Grid Shenzhen Power Supply Bureau Co., Ltd.,Shenzhen Comtop Information Technology Co., Ltd.
Abstract:Aiming at the matching characteristics of appliances in non-intrusive load monitoring, this paper proposes a matching method based on Hungarian algorithm. This method using Prony sliding window algorithm to detect the event, and therefore extracts the characteristic change of the load information. The proposed method converts the power variation characteristics of appliances into a bipartite graph optimization matching problem and combines the augmented path to find the perfect match when appliances are turned on and off. Furthermore, in order to avoid the power of the load event being turned on and off is not equal, the algorithm is improved by adding virtual nodes. Also, we introduced grey correlation evaluation and multiple matching strategies in this paper. Experimental results show that the proposed method can identify the opening and closing of the load effectively, and lays a foundation for improving the accuracy of load identification.
Keywords:load matching  non-intrusive  bipartite graph  Hungarian algorithm
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