Title :
Multi point sensing (MPS): A solution for resolving complexity in NIALM applications for Indian domestic consumers
Author :
Prasad, Rai Sachindra ; Semwal, Sunil
Author_Institution :
ECE, Formerly Graphic Era Univ., Dehradun, India
Abstract :
Government of India has decided to install smart meters in fourteen states. Smart meters are required to identify home appliances to fulfill various tasks in the smart grid environment. Both intrusive and non-intrusive methods have been suggested for identification. However, intrusive method is not suitable for cost and privacy reasons. On the other hand, techniques using non-intrusive appliance load monitoring (NIALM) are yet to result in meaningful practical implementation. Two major challenges in NIALM research are the choice of features (load signatures of appliances), and the appropriate algorithm. Both have a direct impact on the cost of the smart meter. In this paper, we address the two issues and propose a procedure with only four features and a simple algorithm to identify appliances. Our experimental setup, on the recommended specifications of the internal electrical wiring in Indian residences, used common household appliances´ load signatures of active and reactive powers, harmonic components and their magnitudes. We show that these four features are essential and sufficient for implementation of NIALM with a simple algorithm. We have introduced a new approach of `multi point sensing´ and `group control´ rather than the `single point sensing´ and `individual control´, used so far in NIALM techniques.
Keywords :
demand side management; smart meters; smart power grids; Indian domestic consumers; Indian residences; MPS; NIALM applications; group control; harmonic components; household appliances; internal electrical wiring; load signatures; multipoint sensing; nonintrusive appliance load monitoring; reactive powers; smart meter; Feature extraction; Harmonic analysis; Home appliances; Monitoring; Reactive power; Sensors; Smart meters; Demand Response Management; Load signature; NIALM; Smart grid; Smart meter;
Conference_Titel :
Power Electronics, Drives and Energy Systems (PEDES), 2014 IEEE International Conference on
Conference_Location :
Mumbai
Print_ISBN :
978-1-4799-6372-0
DOI :
10.1109/PEDES.2014.7042066