Title :
Effects of Mutation and Crossover in Genetic Algorithms for Node Placement in WMNs Considering Number of Covered Users Parameter
Author :
Oda, Tetsuya ; Barolli, Admir ; Spaho, Evjola ; Xhafa, Fatos ; Barolli, Leonard
Author_Institution :
Grad. Sch. of Eng., Fukuoka Inst. of Technol. (FIT), Fukuoka, Japan
fDate :
Nov. 30 2011-Dec. 2 2011
Abstract :
Node placement problems have been long investigated in the optimization field due to numerous applications in location science and classification. Facility location problems are showing their usefulness to communication networks, and more especially from Wireless Mesh Networks (WMNs)field. Recently, such problems are showing their usefulness to communication networks, where facilities could be servers or routers offering connectivity services to clients. In this paper, we deal with the effect of mutation and selection operators in GA for node placement problem. We evaluate the performance of the proposed system using different selection operators and different distributions of router nodes considering number of covered users parameter. The simulation results show that for Linear and Exponential ranking methods, the system has a good performance for all rates of crossover and mutation.
Keywords :
genetic algorithms; wireless mesh networks; WMN; communication network; covered user parameter; crossover effect; exponential ranking method; genetic algorithm; linear ranking method; mutation effect; node placement; wireless mesh network; Electronic mail; Encoding; Genetic algorithms; Genetics; Network topology; Optimization; Topology; Crossover Operators; Genetic Algorithms; Mutation Operators; Number of Covered Users; Wireless Mesh Networks;
Conference_Titel :
Intelligent Networking and Collaborative Systems (INCoS), 2011 Third International Conference on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4577-1908-0
DOI :
10.1109/INCoS.2011.5