Title :
An innovative non-intrusive load monitoring system for commercial and industrial application
Author :
Kien Nguyen Trung ; Zammit, Olivier ; Dekneuvel, Eric ; Nicolle, Benjamin ; Cuong Nguyen Van ; Jacquemod, Gilles
Author_Institution :
Im2np, Univ. Nice Sophia Antipolis, Nice, France
Abstract :
Over more than 30 years development of Non-intrusive Load Monitoring (NILM), many technologies were developed from sampling frequency 1 Hz to hundreds kHz to extract from simple information such as difference power dP, dQ; shape of transient signatures to complex information such as harmonics or electromagnetic interference (EMI). There are now many real NILM systems in residential applications but there is lack of researches to apply NILM to commercial and industrial application. This site uses so much energy in business and production so that analyzing power consumption to optimize their operation is very important to produce competitive products on the market. Unfortunately, it is very difficult to recognize commercial and industrial machine that are composed of many electric elements. This paper provides a new NILM approach to monitor commercial and industrial machines based on basic electrical appliances inside architecture of machine. All power differences dP, dQ, dS are used to analyze and classify basic electrical appliances. Adaptive filter CUSUM is used to improve removing noise in preprocessing phase of the NILM system. Finally, Field Program Gate Array (FPGA) is discussed to implement our NILM system.
Keywords :
adaptive filters; domestic appliances; electromagnetic interference; field programmable gate arrays; industrial power systems; power system measurement; CUSUM adaptive filter; FPGA; NILM; commercial and industrial application; commercial machine; electrical appliances; electromagnetic interference; field programmable gate array; industrial machine; nonintrusive load monitoring system; power consumption; power difference; transient signatures; Clocks; Heating; Home appliances; Switches; CUSUM; FPGA; NILM; power monitoring; signal representation;
Conference_Titel :
Advanced Technologies for Communications (ATC), 2012 International Conference on
Conference_Location :
Hanoi
Print_ISBN :
978-1-4673-4351-0
DOI :
10.1109/ATC.2012.6404221