Resolving power consumption of variable power electronic loads using nonintrusive monitoring

被引:2
|
作者
Wichakool, Warit [1 ]
Avestruz, Al-Thaddeus [1 ]
Cox, Robert W.
Leeb, Steven B. [1 ]
机构
[1] MIT, Electromagnet & Elect Syst Lab, Cambridge, MA 02139 USA
来源
2007 IEEE POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-6 | 2007年
关键词
nonintrusive load monitoring; rectifier; spectral estimation; switching function; variable-speed drive (VSD);
D O I
10.1109/PESC.2007.4342456
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper demonstrates a new estimator to resolve the average power consumption of a variable-speed drive (VSD) from other constant power loads using a spectral estimation method and a switching function technique for nonintrusive load monitoring (NILM) applications. The estimator uses the rectifier switching function to create adaptive estimating functions for the fundamental power from a finite set of current harmonics generated by the VSD. Experimental results show that the proposed VSD power estimator can significantly improve NILM's ability to resolve the VSD power consumption under small input voltage variation.
引用
收藏
页码:2765 / 2771
页数:7
相关论文
共 22 条
  • [1] Nonintrusive Load Detection Algorithm Based on Variations in Power Consumption
    Ardeleanu, Andrei Sebastian
    Donciu, Codrin
    PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE AND EXPOSITION ON ELECTRICAL AND POWER ENGINEERING (EPE 2012), 2012, : 309 - 313
  • [2] A new Transient Feature Extraction Method of Power Signatures for Nonintrusive Load Monitoring Systems
    Chen, Kun-Long
    Chang, Hsueh-Hsien
    Chen, Nanming
    2013 IEEE INTERNATIONAL WORKSHOP ON APPLIED MEASUREMENTS FOR POWER SYSTEMS (AMPS), 2013, : 79 - 84
  • [3] An intelligent nonintrusive load monitoring scheme based on 2D phase encoding of power signals
    Himeur, Yassine
    Alsalemi, Abdullah
    Bensaali, Faycal
    Amira, Abbes
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 36 (01) : 72 - 93
  • [4] Active Damping in DC/DC Power Electronic Converters: A Novel Method to Overcome the Problems of Constant Power Loads
    Rahimi, Amir M.
    Emadi, Ali
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2009, 56 (05) : 1428 - 1439
  • [5] Estimation of variable-speed-drive power consumption from harmonic content
    Lee, KD
    Leeb, SB
    Norford, LK
    Armstrong, PR
    Holloway, J
    Shaw, SR
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (03) : 566 - 574
  • [6] Load recognition for different loads with the same real power and reactive power in a non-intrusive load-monitoring system
    Chang, Hsueh-Hsien
    Lin, Ching-Lung
    Yang, Hong-Tzer
    PROCEEDINGS OF THE 2008 12TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN, VOLS I AND II, 2008, : 1122 - +
  • [7] Non-Intrusive Load Monitoring: an Architecture and its evaluation for Power Electronics loads
    Renaux, Douglas P. B.
    Erig Lima, Carlos R.
    Pottker, Fabiana
    Oroski, Elder
    Lazzaretti, Andre E.
    Linhares, Robson R.
    Almeida, Andressa R.
    Coelho, Adil O.
    Hercules, Mateus C.
    2018 IEEE INTERNATIONAL POWER ELECTRONICS AND APPLICATION CONFERENCE AND EXPOSITION (PEAC), 2018, : 890 - 895
  • [8] Identifying Variable-Power Appliances in Non-intrusive Load Monitoring Systems
    Chen, Hung-Yuan
    Fan, Yao-Chung
    Lai, Chien-Liang
    Chen, Huan
    2016 10TH INTERNATIONAL CONFERENCE ON INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING (IMIS), 2016, : 452 - 457
  • [9] Power Electronic Circuit Based Implementation of a Solar PV Emulator Using a Power Factor Corrected Buck Converter
    Garg, Prateek
    Priyanshi
    Bhuvaneswari, G.
    2018 IEEMA ENGINEER INFINITE CONFERENCE (ETECHNXT), 2018,
  • [10] Load Profile Disaggregation Method for Home Appliances Using Active Power Consumption
    Park, Herie
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2013, 8 (03) : 572 - 580