SmartM: A Non-intrusive Load Monitoring Platform

被引:2
|
作者
Liu, Xiufeng [1 ]
Bolwig, Simon [1 ]
Nielsen, Per Sieverts [1 ]
机构
[1] Tech Univ Denmark, DK-2800 Lyngby, Denmark
关键词
Non-intrusive load monitoring; Disaggregation; Platform; Data set; OCCUPANCY;
D O I
10.1007/978-3-030-36691-9_36
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Real-time energy consumption monitoring is becoming increasingly important in smart energy management as it provides the opportunity for novel applications through data analytics, including anomaly detection, energy leakage, and theft. This paper presents a smart non-intrusive load monitoring approach for residential households, collecting fine-grained energy consumption data and disaggregating the data of appliances. The paper describes the implementation of the monitoring system, the data set, load disaggregation, and the challenges for future work.
引用
收藏
页码:424 / 434
页数:11
相关论文
共 50 条
  • [1] Non-Intrusive Load Monitoring
    Fortuna, Luigi
    Buscarino, Arturo
    [J]. SENSORS, 2022, 22 (17)
  • [2] Non-Intrusive Load Monitoring: A Review
    Schirmer, Pascal A.
    Mporas, Iosif
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2023, 14 (01) : 769 - 784
  • [3] A Survey on the Non-intrusive Load Monitoring
    Deng, Xiao-Ping
    Zhang, Gui-Qing
    Wei, Qing-Lai
    Peng, Wei
    Li, Cheng-Dong
    [J]. Zidonghua Xuebao/Acta Automatica Sinica, 2022, 48 (03): : 644 - 663
  • [4] Review of Non-intrusive Load Appliance Monitoring
    Dan, Wang
    Li, Huang Xiao
    Ce, Ye Shu
    [J]. PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 18 - 23
  • [5] PATH SIGNATURES FOR NON-INTRUSIVE LOAD MONITORING
    Moore, Paul
    Iliant, Theodor-Mihai
    Ion, Filip-Alexandru
    Wu, Yue
    Lyons, Terry
    [J]. 2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2022, : 3808 - 3812
  • [6] An Overview of Non-Intrusive Load Monitoring Methodologies
    Abubakar, Isiyaku
    Khalid, S. N.
    Mustafa, M. W.
    Shareef, Hussain
    Mustapha, Mamunu
    [J]. 2015 IEEE CONFERENCE ON ENERGY CONVERSION (CENCON), 2015, : 54 - 59
  • [7] Thresholding methods in non-intrusive load monitoring
    Daniel Precioso
    David Gómez-Ullate
    [J]. The Journal of Supercomputing, 2023, 79 : 14039 - 14062
  • [8] Basic Summary of Non-intrusive Load Monitoring
    Zhang, Lu
    Zhu, Lin
    [J]. PROCEEDINGS OF 2019 IEEE 10TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2019), 2019, : 372 - 376
  • [9] Transfer Learning for Non-Intrusive Load Monitoring
    D'Incecco, Michele
    Squartini, Stefano
    Zhong, Mingjun
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2020, 11 (02) : 1419 - 1429
  • [10] Unsupervised Disaggregation for Non-intrusive Load Monitoring
    Pattem, Sundeep
    [J]. 2012 11TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2012), VOL 2, 2012, : 515 - 520