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作 者:周步祥[1] 张致强 袁岳 刘治凡 林楠[2] ZHOU Bu-xiang;ZHANG Zhi-qiang;YUAN Yue;LIU Zhi-fan;LIN Nan(School of Electrical and Information Engineering, Sichuan University, Chengdu 610065, China;State Grid Sichuan Province Power Company, Chengdu 610065,China)
机构地区:[1]四川大学电气信息学院,四川成都610065 [2]国网四川省电力公司,四川成都610065
出 处:《水电能源科学》2019年第7期176-179,共4页Water Resources and Power
摘 要:为区分相似负载之间的微妙差异,提出了一种家庭能源管理系统的非侵入式负荷识别方法,即利用模型驱动分类法的概念,重点研究了电源电路拓扑结构和多种常用电器的分类方法,前者是从电力电子角度提出分级分类方法,而后者则保证所提分类法在实际应用中的代表性。根据多层级分类方法,讨论了模型驱动分层特征提取的优点,结果表明该方法可获得90%以上的识别精度,从而为区分相似负载之间的微妙差异提供一种更简单、更可行的解决方案。In order to distinguish the subtle differences between similarity loads,a non-intrusive load identification method for home energy management systems is proposed.Using the concept of model-driven classification,this paper focuses on the topology structure of power supply circuits and the classification methods of many common electrical appliances.The former proposes a hierarchical classification method from the perspective of power electronics,while the latter guarantees that the proposed classification can be used in practical applications.According to the multi-level classification method,the advantages of model-driven hierarchical feature extraction are discussed.The results show that the method can obtain more than 90%recognition accuracy,which provides a simpler and more feasible way to distinguish the subtle differences between similar loads.
关 键 词:双层结构 电力电子拓扑结构 负载印记提取 非侵入式负载识别
分 类 号:TM93[电气工程—电力电子与电力传动]
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