• DocumentCode
    2905165
  • Title

    A non-intrusive load monitoring system based on a cascaded method

  • Author

    Lian, K.L. ; Tung, K.S. ; Su, Y.C.

  • Author_Institution
    Dept. of Electr. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
  • fYear
    2013
  • fDate
    2-4 Oct. 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Non-intrusive load monitoring (NILM) refers to a method of detecting the current energy consumptions of a house or a building using a single set of sensors at the utility service entry (USE). The voltage of USE in Taiwan can vary within ±5%. NILM, which uses active (P) and reactive powers (Q) as the load signatures may suffer from very low detection rates. In this paper, we proposed a new NILM method based on cascaded strategy. The proposed algorithm consists of three stages. In the first stage, the conventional PQ method will be employed. In the second stage, a linearized admittance method will be used to update the fundamental components of the current signals in the database due the voltage variations at USE. Finally, in the third stage, the updated current spectra from the second stage will be used for identifying the loads passed down from the first stage. It is shown via experiments that the proposed method yield better detection rate than the conventional PQ method.
  • Keywords
    building management systems; computerised monitoring; reactive power; NILM method; PQ method; Taiwan; USE; active power; building energy consumption; current energy consumption; house energy consumption; linearized admittance method; nonintrusive load monitoring system; reactive power; utility service entry; voltage variation; Fluctuations; Home appliances; TV; Voltage fluctuations; Non-intrusive load monitoring; cascaded stages; linearized admittance; voltage variations;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electric Power and Energy Conversion Systems (EPECS), 2013 3rd International Conference on
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-1-4799-0687-1
  • Type

    conf

  • DOI
    10.1109/EPECS.2013.6713027
  • Filename
    6713027