Title :
A Novel BILP Model for Energy Optimization Under Data Precision Constraints in Wireless Sensor Networks
Author :
Demigha, O. ; Hidouci, W.-K. ; Ahmed, T.
Author_Institution :
Comput. Sci. Unit, Ecole Militaire Polytech., Algiers, Algeria
Abstract :
In this letter, we propose a binary integer linear programming (BILP) model of the problem of Energy Minimization under the constraint of Data Precision in the context of correlated data collection in wireless sensor networks, called EMDP. The exact solution of our BILP model determines, in each round of data collection, the role of each node in terms of sensing, data relaying, and processing. It gives the baseline for optimal network operations and helps characterizing the complexity of EMDP problem. Moreover, we propose a heuristic solution, namely, CORAD, which is an energy-aware correlation-based adaptive dynamic clustering algorithm for data collection.
Keywords :
integer programming; linear programming; sensor placement; telecommunication power management; wireless sensor networks; BILP model; CORAD; EMDP; binary integer linear programming model; correlated data collection; data precision; energy minimization; energy-aware correlation-based adaptive dynamic clustering algorithm; heuristic solution; optimal network operations; wireless sensor networks; Clustering algorithms; Data collection; Data models; Energy consumption; Linear programming; Relays; Wireless sensor networks; Data Collection; Energy- Efficiency; Integer Linear Programming; Integer linear programming; Sensor Selection; Wireless Sensor Networks; data collection; energy efficiency; sensor selection; wireless sensor networks;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2014.2363661