Title :
A Bee Colony Optimization Algorithm for a Connected Sensor Cover on GPGPU
Author :
Sasamura, Yukihide ; Fujiwara, Akihiro
Author_Institution :
Grad. Sch. of Comput. Sci. & Syst. Eng., Kyushu Inst. of Technol., Iizuka, Japan
Abstract :
In the sensor network, a set of connected sensors that covers all discrete targets is called the connected sensor cover (CSC). The CSC with a small number of sensors is desirable because the small CSC can reduce network energy and communication costs. In the present paper, we propose an algorithm for CSC using an artificial bee colony optimization, which is an optimization technique based on behaviors of honey bees, on GPGPU. The experimental result shows that the execution on GPGPU is 5 times faster than the execution on CPU in case that the number of bees in the optimization algorithm is enough large.
Keywords :
cost reduction; graphics processing units; optimisation; sensors; CSC; GPGPU; artificial bee colony optimization algorithm; communication cost reduction; connected sensor cover; general purpose computation on GPU; graphics processing unit; honey bee behavior; network energy reduction; Approximation algorithms; Central Processing Unit; Graphics processing units; Optimization; Parallel processing; Sensors; Wireless sensor networks; GPGPU; bee colony optimization; sensor network;
Conference_Titel :
Computing and Networking (CANDAR), 2014 Second International Symposium on
DOI :
10.1109/CANDAR.2014.69