TY - GEN
T1 - CLEAR - A circuit level electric appliance radar for the electric cabinet
AU - Haq, Anwar Ul
AU - Kriechbaumer, Thomas
AU - Kahl, Matthias
AU - Jacobsen, Hans Arno
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/4/26
Y1 - 2017/4/26
N2 - In this paper, we propose a cost-effective hardware design for acquiring high-resolution energy data from electricity mains to observe appliance switching transients. By utilizing these distinct appliance switching transients, we are interested to predict all appliances operating in a building and also estimate their power consumption. The proposed design fulfills the data acquisition requirements for effective appliance identification from aggregate load signals. Due to its unique and customizable features, the circuit level electric appliance radar (CLEAR) is capable of operating in multiple environments (residential, commercial, and industrial). CLEAR can simultaneously measure voltage and current data streams from a three-phase system at up to 250 kHz to accurately pinpoint individual appliance switching. The first prototype is installed in an office building to collect office level aggregate data. With this aggregate data, the main challenge lies in detecting and isolating similar appliance switching events from switched-mode power supplies (SMPS) utilized by most office appliances such as laptops, LCDs, and printers.
AB - In this paper, we propose a cost-effective hardware design for acquiring high-resolution energy data from electricity mains to observe appliance switching transients. By utilizing these distinct appliance switching transients, we are interested to predict all appliances operating in a building and also estimate their power consumption. The proposed design fulfills the data acquisition requirements for effective appliance identification from aggregate load signals. Due to its unique and customizable features, the circuit level electric appliance radar (CLEAR) is capable of operating in multiple environments (residential, commercial, and industrial). CLEAR can simultaneously measure voltage and current data streams from a three-phase system at up to 250 kHz to accurately pinpoint individual appliance switching. The first prototype is installed in an office building to collect office level aggregate data. With this aggregate data, the main challenge lies in detecting and isolating similar appliance switching events from switched-mode power supplies (SMPS) utilized by most office appliances such as laptops, LCDs, and printers.
KW - Data acquisition (DAQ)
KW - Disaggregation
KW - Event detection
KW - Non-intrusive load monitoring
UR - http://www.scopus.com/inward/record.url?scp=85019622086&partnerID=8YFLogxK
U2 - 10.1109/ICIT.2017.7915521
DO - 10.1109/ICIT.2017.7915521
M3 - Conference contribution
AN - SCOPUS:85019622086
T3 - Proceedings of the IEEE International Conference on Industrial Technology
SP - 1130
EP - 1135
BT - 2017 IEEE International Conference on Industrial Technology, ICIT 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 IEEE International Conference on Industrial Technology, ICIT 2017
Y2 - 23 March 2017 through 25 March 2017
ER -