Non-Intrusive Load Monitoring: an Architecture and its evaluation for Power Electronics loads

被引:0
|
作者
Renaux, Douglas P. B. [1 ]
Erig Lima, Carlos R. [1 ]
Pottker, Fabiana [1 ]
Oroski, Elder [1 ]
Lazzaretti, Andre E. [1 ]
Linhares, Robson R. [1 ]
Almeida, Andressa R. [1 ]
Coelho, Adil O. [1 ]
Hercules, Mateus C. [1 ]
机构
[1] Fed Univ Technol Parana UTFPR, Grad Sch Appl Comp PPGCA, Grad Sch Elect Engn & Ind Comp Sci CPGEI, Lab Embedded Syst Innovat & Technol LIT CITEC, BR-80230901 Curitiba, PR, Brazil
关键词
NILM; Non-Intrusive Load Monitoring; NILM Dataset; NILM Architecture; COOLL dataset;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
NILM (Non-Intrusive Load Monitoring) may well become a widespread solution for diagnostic of Electrical Energy consumption available to every end user. Such a diagnostic may identify waste and improper use; it is also an important tool for energy management both by the residential users and by commercial/industrial users. An architecture for a NILM solution is proposed and evaluated. A comparison is performed among common NILM event detection algorithms and the algorithms proposed in this work. Of particular interest in this study is the detection and classification of power electronics loads, as they impose specific challenges in their detection and correct disaggregation (classification). Our proposed algorithm achieved 100% detection of on/off events for the loads in the COOLL dataset.
引用
收藏
页码:890 / 895
页数:6
相关论文
共 50 条
  • [1] Robust Non-Intrusive Load Monitoring (NILM) with Unknown Loads
    Welikala, Shirantha
    Dinesh, Chinthaka
    Godaliyadda, Roshan Indika
    Ekanayake, Mervyn Parakrama B.
    Ekanayake, Janaka
    2016 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION FOR SUSTAINABILITY (ICIAFS): INTEROPERABLE SUSTAINABLE SMART SYSTEMS FOR NEXT GENERATION, 2016,
  • [2] Non-Intrusive Load Monitoring
    Fortuna, Luigi
    Buscarino, Arturo
    SENSORS, 2022, 22 (17)
  • [3] Dynamic adaptive modeling for non-intrusive load monitoring with unknown loads
    Wu, Zhao
    Wang, Chao
    Wu, Jing
    Wang, Xiujuan
    Li, Mingyong
    Dong, Yumin
    Zhu, Houyi
    Zhang, Huaiqing
    ENERGY AND BUILDINGS, 2025, 329
  • [4] 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 - +
  • [5] Non-Intrusive Load Monitoring: A Review
    Schirmer, Pascal A.
    Mporas, Iosif
    IEEE TRANSACTIONS ON SMART GRID, 2023, 14 (01) : 769 - 784
  • [6] A Survey on the Non-intrusive Load Monitoring
    Deng X.-P.
    Zhang G.-Q.
    Wei Q.-L.
    Peng W.
    Li C.-D.
    Zidonghua Xuebao/Acta Automatica Sinica, 2022, 48 (03): : 644 - 663
  • [7] Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation
    Anderson, Kyle D.
    Moura, Jose M. F.
    Berges, Mario
    2015 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP), 2015, : 215 - 219
  • [8] Recurrent LSTM Architecture for Appliance Identification in Non-Intrusive Load Monitoring
    de Diego-Oton, Laura
    Fuentes-Jimenez, David
    Hernandez, Alvaro
    Nieto, Ruben
    2021 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC 2021), 2021,
  • [9] Non-Intrusive Load Monitoring: A Multi-Agent Architecture and Results
    Pottker, Fabiana
    Lazzaretti, Andre E.
    Oroski, Elder
    Renaux, Douglas P. B.
    Linhares, Robson R.
    Lima, Carlos R. E.
    Ancelmo, Hellen Cristina
    Mulinari, Bruna Machado
    2018 2ND EUROPEAN CONFERENCE ON ELECTRICAL ENGINEERING AND COMPUTER SCIENCE (EECS 2018), 2018, : 328 - 334
  • [10] Non-intrusive Load Monitoring Method With Multi-state Characterization of Loads
    Wang, Lei
    Ma, Jiaqi
    Han, Xiaoqing
    Xue, Shaokai
    Yang, Ruilin
    Bai, Hua
    Dianwang Jishu/Power System Technology, 2024, 48 (11): : 4720 - 4728