Title :
Cost-efficient data aggregation point placement for advanced metering infrastructure
Author :
Aalamifar, Fariba ; Shirazi, Ghasem Naddafzadeh ; Noori, Moslem ; Lampe, Lutz
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada
Abstract :
This paper investigates the problem of placement of data aggregation points (DAPs) in advanced metering infrastructures (AMIs). The specific constraints are that DAPs are to be located on utility poles and that communication is done over wireless links. While the resulting optimization problem is an integer program, we propose to adapt the K-means algorithm to obtain an efficient and less-complex method to solve the DAP placement problem. Simulations of the developed optimization method illustrate the effects of smart-meter density and communication range on the selection of DAP locations.
Keywords :
data handling; integer programming; metering; poles and towers; power engineering computing; power system measurement; radio networks; smart meters; AMI; DAP location selection; DAP placement problem; K-means algorithm; advanced metering infrastructure; communication range; cost-efficient data aggregation point placement; integer program; less-complex method; resulting optimization problem; smart-meter density; utility poles; wireless links; Clustering algorithms; IEEE 802.15 Standards; Optimization; Smart grids; Smart meters; WiMAX;
Conference_Titel :
Smart Grid Communications (SmartGridComm), 2014 IEEE International Conference on
Conference_Location :
Venice
DOI :
10.1109/SmartGridComm.2014.7007670