电网技术2016,Vol.40Issue(10):3108-3117,10.DOI:10.13335/j.1000-3673.pst.2016.10.026
非侵入式负荷监测与分解研究综述
A Survey of the Research on Non-intrusive Load Monitoring and Disaggregation
摘要
Abstract
Non-intrusive load monitoring and disaggregation (NILMD) is an important technique in intelligent power utilization system.Through NILMD,internal load composition and hence user's consumption status at different scales can be analyzed.This is of great value to users,power utilities and other entities.This paper surveys NILMD methodology,outlines its basic principle and typical framework,expounds its three key techniques:event detection,feature extraction,load recognition and summarizes ad-vantages and disadvantages of various kinds of methods based on comparative analysis.The paper also presents NILMD performance evaluation criteria,explores its applications in consumer and substation aspects and outlooks future research,directions.关键词
智能用电/非侵入式/负荷监测/用户用能管理/需求响应Key words
intelligent power utilization/non-intrusive/load monitoring/consumption management/demand response分类
信息技术与安全科学引用本文复制引用
程祥,李林芝,吴浩,丁一,宋永华,孙维真..非侵入式负荷监测与分解研究综述[J].电网技术,2016,40(10):3108-3117,10.基金项目
国家自然科学基金资助项目(51377143) (51377143)
国家电网公司科技项目(基于智能测量终端量测数据的负荷特性分析及建模方法研究).Project Supported by National Natural Science Foundation of China (NSFC) (51377143). (基于智能测量终端量测数据的负荷特性分析及建模方法研究)