Title :
Intelligent meter placement for power quality estimation in smart grid
Author :
Ali, Shady ; Weston, Kyle ; Marinakis, Dimitri ; Kui Wu
Author_Institution :
Dept. of Comput. Sci., Univ. of Victoria, Victoria, BC, Canada
Abstract :
Power quality is a crucial component of power grid reliability. Due to the high cost of measurement devices, the monitoring of power quality is non-trivial. Our objective is to deploy measurement devices on suitable power links to reduce the uncertainty of power quality estimation on non-monitored power links. To realize our objective, we first model the power grid network as a data-driven network. Using entropy-based measurements and Bayesian network models, we propose different algorithms which identify the most suitable power links for power meter placement. Our proposed solution is efficient, and has the potential to significantly reduce the uncertainty of power quality values on non-monitored power links.
Keywords :
maximum likelihood estimation; phasor measurement; power meters; power supply quality; smart power grids; Bayesian network models; data driven network; entropy based measurements; intelligent meter placement; measurement devices; power grid network; power grid reliability; power links; power quality estimation; power quality monitoring; smart grid; Power grids; Power measurement; Power quality; Power system reliability; Reliability; Transfer functions; Uncertainty;
Conference_Titel :
Smart Grid Communications (SmartGridComm), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/SmartGridComm.2013.6688015