A PSO-based Simulation System for Node Placement in Wireless Mesh Networks: Evaluation Results for Different Replacement Methods

With the fast development of wireless technologies, Wireless Mesh Networks (WMNs) are becoming an important networking infrastructure due to their low cost and increased high speed wireless Internet connectivity. In this paper, we implement a simulation system based on Particle Swarm Optimization (PSO) in order to solve the problem of mesh router placement in WMNs. We consider 4 replacement methods of mesh routers: Constriction Method (CM), Random Inertia Weight Method (RIWM), Linearly Decreasing Vmax Method (LDVM) and Linearly Decreasing Inertia Weight Method (LDIWM). We use Size of Giant Component (SGC) and Number of Covered Mesh Clients (NCMC) as metrics for optimization. From the simulation results, we found that the CM converges very fast but it has the worst performance among 4 replacement methods. The RIWM converges fast and the performance is good. The LDIWM is a combination of RIWM and LDVM. The LDVM converges after 170 number of phases but has a good performance.

[1]  Albert A. Groenwold,et al.  A Study of Global Optimization Using Particle Swarms , 2005, J. Glob. Optim..

[2]  Tomoya Enokido,et al.  TBB-Scheme for Reliably Broadcast Messages among Peer Processes , 2010, 2010 13th International Conference on Network-Based Information Systems.

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

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

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

[6]  Leonard Barolli,et al.  Experimental Results of a MANET Testbed for Different Settings of HELLO Packets of OLSR Protocol , 2013, J. Mobile Multimedia.

[7]  Makoto Takizawa,et al.  A Survey on Clustering Algorithms for Wireless Sensor Networks , 2010, 2010 13th International Conference on Network-Based Information Systems.

[8]  Fatos Xhafa,et al.  QoS routing in ad-hoc networks using GA and multi-objective optimization , 2011, Mob. Inf. Syst..

[9]  Leonard Barolli,et al.  Evaluation of MANET protocols for different indoor environments: results from a real MANET testbed , 2012, Int. J. Space Based Situated Comput..

[10]  Fatos Xhafa,et al.  Performance evaluation of WMN-GA for different mutation and crossover rates considering number of covered users parameter , 2012, Mob. Inf. Syst..

[11]  Maurice Clerc,et al.  The particle swarm - explosion, stability, and convergence in a multidimensional complex space , 2002, IEEE Trans. Evol. Comput..

[12]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[13]  Makoto Ikeda Analysis of mobile ad-hoc network routing protocols using shadowing propagation model , 2012, Int. J. Space Based Situated Comput..

[14]  Leonard Barolli,et al.  An Integrated System for Wireless Cellular and Ad-Hoc Networks Using Fuzzy Logic , 2014, 2014 International Conference on Intelligent Networking and Collaborative Systems.

[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]  Russell C. Eberhart,et al.  Parameter Selection in Particle Swarm Optimization , 1998, Evolutionary Programming.

[17]  Fatos Xhafa,et al.  Hybrid algorithms for independent batch scheduling in grids , 2012, Int. J. Web Grid Serv..

[18]  Takahiro Hara,et al.  Data gathering using mobile agents for reducing traffic in dense mobile wireless sensor networks , 2013, Mob. Inf. Syst..

[19]  Leonard Barolli,et al.  Performance of optimized link state routing protocol for video streaming application in vehicular ad‐hoc networks cloud computing , 2015, Concurr. Comput. Pract. Exp..

[20]  Fatos Xhafa,et al.  Goodput and PDR analysis of AODV, OLSR and DYMO protocols for vehicular networks using CAVENET , 2011, Int. J. Grid Util. Comput..

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

[22]  Tarek M. Mahmoud,et al.  Solving the Wireless Mesh Network Design Problem using Genetic Algorithm and Simulated Annealing Optimization Methods , 2014 .

[23]  Leonard Barolli,et al.  IEZRP: an improved enhanced zone-based routing protocol for MANETs and its performance evaluation , 2011, Int. J. Space Based Situated Comput..

[24]  Leonard Barolli,et al.  FBMIS: A Fuzzy-Based Multi-interface System for Cellular and Ad Hoc Networks , 2014, 2014 IEEE 28th International Conference on Advanced Information Networking and Applications.

[25]  Fatos Xhafa,et al.  Performance evaluation considering iterations per phase and SA temperature in WMN-SA system , 2014, Mob. Inf. Syst..

[26]  Fatos Xhafa,et al.  A Comparison Study of Simulated Annealing and Genetic Algorithm for Node Placement Problem in Wireless Mesh Networks , 2013, J. Mobile Multimedia.

[27]  Fatos Xhafa,et al.  Genetic algorithms for satellite scheduling problems , 2012, Mob. Inf. Syst..

[28]  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.

[29]  Makoto Ikeda End-to-End single and multiple flows fairness in mobile ad-hoc networks , 2012, J. Mobile Multimedia.

[30]  Fatos Xhafa,et al.  An Experimental Study on Genetic Algorithms for Resource Allocation on Grid Systems , 2007, J. Interconnect. Networks.

[31]  Fatos Xhafa,et al.  Ad Hoc and Neighborhood Search Methods for Placement of Mesh Routers in Wireless Mesh Networks , 2009, 2009 29th IEEE International Conference on Distributed Computing Systems Workshops.

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

[33]  Fatos Xhafa,et al.  Evaluation of WMN-GA for different mutation operators , 2012, Int. J. Space Based Situated Comput..

[34]  Akio Koyama,et al.  A Proposal and Evaluation of Access Point Allocation Algorithm for Wireless Mesh Networks , 2013, 2013 16th International Conference on Network-Based Information Systems.

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