Effects of population size for location-aware node placement in WMNs: evaluation by a genetic algorithm--based approach

Wireless mesh networks (WMNs) are cost-efficient networks that have the potential to serve as an infrastructure for advanced location-based services. Location service is a desired feature for WMNs to support location-oriented applications. WMNs are also interesting infrastructures for supporting ubiquitous multimedia Internet access for mobile or fixed mesh clients. In order to efficiently support such services and offering QoS, the optimized placement of mesh router nodes is very important. Indeed, such optimized mesh placement can support location service managed in the mesh and keep the rate of location updates low. This node location-based problem has been shown to be NP-hard and thus is unlikely to be solvable in reasonable amount of time. Therefore, heuristic methods, such as genetic algorithms (GAs), are used as resolution methods. In this paper, we deal with the effect of population size for location-aware node placement in WMNs. Our WMN-GA system uses GA to determine the positions of the mesh routers and mesh clients in the grid area. We used a location-aware node placement of mesh router in cells of considered grid area to maximize network connectivity and user coverage. We evaluate the performance of the proposed and implemented WMN-GA system for low and high density of clients considering different distributions and considering giant component and number of covered users parameters. The simulation results show that for low-density networks, with the increasing of population size, GA obtains better result. However, with the increase in the population size, the GA needs more computational time. The proposed system has better performance in dense networks like hot spots for Weibull distribution when the population size is big.

[1]  C. Siva Ram Murthy,et al.  Node Placement Algorithm for Deployment of Two-Tier Wireless Mesh Networks , 2007, IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference.

[2]  Fatos Xhafa,et al.  Genetic Algorithms for Efficient Placement of Router Nodes in Wireless Mesh Networks , 2010, 2010 24th IEEE International Conference on Advanced Information Networking and Applications.

[3]  Ian F. Akyildiz,et al.  Wireless mesh networks: a survey , 2005, Comput. Networks.

[4]  Nagesh Nandiraju,et al.  Wireless Mesh Networks: Current Challenges and Future Directions of Web-In-The-Sky , 2007, IEEE Wireless Communications.

[5]  Chun-cheng Chen,et al.  Urban Wireless Mesh Network Planning: The Case of Directional Antennas , 2007 .

[6]  Catherine Rosenberg,et al.  Single Gateway Placement in Wireless Mesh Networks , 2008 .

[7]  Frank Dürr,et al.  Symbolic Routing for Location-Based Services in Wireless Mesh Networks , 2010, 2010 24th IEEE International Conference on Advanced Information Networking and Applications.

[8]  Mark Weiser,et al.  Some computer science issues in ubiquitous computing , 1993, CACM.

[9]  Hao-Chieh Chang,et al.  A novel cross-layer mesh router placement scheme for wireless mesh networks , 2011, EURASIP J. Wirel. Commun. Netw..

[10]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[11]  Maolin Tang,et al.  Gateways Placement in Backbone Wireless Mesh Networks , 2009, Int. J. Commun. Netw. Syst. Sci..

[12]  Edoardo Amaldi,et al.  Optimization models and methods for planning wireless mesh networks , 2008, Comput. Networks.

[13]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[14]  Fabrice Theoleyre,et al.  An architecture for seamless mobility in spontaneous wireless mesh networks , 2007, MobiArch '07.

[15]  M. Hannikainen,et al.  Genetic Algorithm to Optimize Node Placement and Configuration for WLAN Planning , 2007, 2007 4th International Symposium on Wireless Communication Systems.

[16]  Andrew Lim,et al.  k-Center problems with minimum coverage , 2004, Theor. Comput. Sci..

[17]  Ping Zhou,et al.  A gateway placement algorithm in wireless mesh networks , 2007, WICON '07.

[18]  Dharma P. Agrawal,et al.  Efficient Mesh Router Placement in Wireless Mesh Networks , 2007, 2007 IEEE Internatonal Conference on Mobile Adhoc and Sensor Systems.