Non-Intrusive Load Monitoring Approaches for Disaggregated Energy Sensing: A Survey
Zoha, A, Gluhak, A, Imran, MA and Rajasegarar, S (2013) Non-Intrusive Load Monitoring Approaches for Disaggregated Energy Sensing: A Survey Sensors, 12 (12). pp. 16838-16866.
Available under License : See the attached licence file.
Appliance Load Monitoring (ALM) is essential for energy management solutions, allowing them to obtain appliance-specific energy consumption statistics that can further be used to devise load scheduling strategies for optimal energy utilization. Fine-grained energy monitoring can be achieved by deploying smart power outlets on every device of interest; however it incurs extra hardware cost and installation complexity. Non-Intrusive Load Monitoring (NILM) is an attractive method for energy disaggregation, as it can discern devices from the aggregated data acquired from a single point of measurement. This paper provides a comprehensive overview of NILM system and its associated methods and techniques used for disaggregated energy sensing. We review the state-of-the art load signatures and disaggregation algorithms used for appliance recognition and highlight challenges and future research directions.
|Divisions :||Faculty of Engineering and Physical Sciences > Electronic Engineering > Centre for Communication Systems Research|
|Identification Number :||10.3390/s121216838|
|Depositing User :||Symplectic Elements|
|Date Deposited :||14 Dec 2012 11:58|
|Last Modified :||23 Sep 2013 19:54|
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