Node placement for wireless mesh networks: Analysis of WMN-GA system simulation results for different parameters and distributions

Wireless Mesh Networks (WMNs) are attracting a lot of attention from wireless network researchers. Node placement problems have been investigated for a long time in the optimization field due to numerous applications in location science. In our previous work, we evaluated WMN-GA system which is base...

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Vydáno v:	Journal of computer and system sciences Ročník 81; číslo 8; s. 1496 - 1507
Hlavní autoři:	Barolli, Admir, Oda, Tetsuya, Ikeda, Makoto, Barolli, Leonard, Xhafa, Fatos, Loia, Vincenzo
Médium:	Journal Article Publikace
Jazyk:	angličtina
Vydáno:	Elsevier Inc 01.12.2015
Témata:	Algorismes computacionals Computer algorithms Computer network protocols Comunicació sense fil, Sistemes de Enginyeria de la telecomunicació HWMP Mesh network ns-3 Protocols de xarxes d'ordinadors Simulation Telemàtica i xarxes d'ordinadors Wireless communication systems Àrees temàtiques de la UPC Mesh network HWMP ns-3 GA Simulation
ISSN:	0022-0000, 1090-2724
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Abstract	Wireless Mesh Networks (WMNs) are attracting a lot of attention from wireless network researchers. Node placement problems have been investigated for a long time in the optimization field due to numerous applications in location science. In our previous work, we evaluated WMN-GA system which is based on Genetic Algorithms (GAs) to find an optimal location assignment for mesh routers. In this paper, we evaluate the performance of four different distributions of mesh clients (Normal, Uniform, Exponential and Weibull) considering Packet Delivery Ratio (PDR), throughput and delay metrics. For simulations, we used ns-3 and Hybrid Wireless Mesh Protocol (HWMP) and sent multiple Constant Bit Rate (CBR) flows in the network. The simulation results show that the implemented system can be used successfully for router placement in WMNs. •We address the problem of mesh routers placement in WMNs.•The problem is formulated as a bi-objective optimization problem.•It aims to maximize network connectivity and user coverage in WMNs.•It is an NP-hard problem and is solved by a Genetic Algorithm.•The WMN-GA system can be used successfully for router placement in WMNs.
AbstractList	Wireless Mesh Networks (WMNs) are attracting a lot of attention from wireless network researchers. Node placement problems have been investigated for a long time in the optimization field due to numerous applications in location science. In our previous work, we evaluated WMN-GA system which is based on Genetic Algorithms (GAs) to find an optimal location assignment for mesh routers. In this paper, we evaluate the performance of four different distributions of mesh clients (Normal, Uniform, Exponential and Weibull) considering Packet Delivery Ratio (PDR), throughput and delay metrics. For simulations, we used ns-3 and Hybrid Wireless Mesh Protocol (HWMP) and sent multiple Constant Bit Rate (CBR) flows in the network. The simulation results show that the implemented system can be used successfully for router placement in WMNs. •We address the problem of mesh routers placement in WMNs.•The problem is formulated as a bi-objective optimization problem.•It aims to maximize network connectivity and user coverage in WMNs.•It is an NP-hard problem and is solved by a Genetic Algorithm.•The WMN-GA system can be used successfully for router placement in WMNs. Wireless Mesh Networks (WMNs) are attracting a lot of attention from wireless network researchers. Node placement problems have been investigated for a long time in the optimization field due to numerous applications in location science. In our previous work, we evaluated WMN-GA system which is based on Genetic Algorithms (GAs) to find an optimal location assignment for mesh routers. In this paper, we evaluate the performance of four different distributions of mesh clients (Normal, Uniform, Exponential and Weibull) considering Packet Delivery Ratio (PDR), throughput and delay metrics. For simulations, we used ns-3 and Hybrid Wireless Mesh Protocol (HWMP) and sent multiple Constant Bit Rate (CBR) flows in the network. The simulation results show that the implemented system can be used successfully for router placement in WMNs. Peer Reviewed
Author	Barolli, Leonard Ikeda, Makoto Loia, Vincenzo Xhafa, Fatos Barolli, Admir Oda, Tetsuya
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References	Lim, Rodrigues, Wang, Xu (br0090) 2005; 332 Oda, Barolli, Xhafa, Barolli, Ikeda, Takizawa (br0010) 2012 Xhafa, Duran, Abrahamy, Daha (br0140) 2008; 18 Tang (br0060) 2009; 2 Ikeda, Oda, Kulla, Hiyama, Barolli, Younas (br0020) 2012 Sakamoto, Kulla, Oda, Ikeda, Barolli, Xhafa (br0170) 2013; 9 Denzinger, Kidney (br0120) 2006 Nordström (br0030) 2002 Draves, Padhye, Zill (br0040) 2004 Yao (br0110) 1993 Odetay (br0130) 1997 Vanhatupa, Hannikainen, Hamalainen (br0080) 2007 (br0210) June 2007 Xhafa, Barolli, Durresi (br0150) 2007; 8 Wang, Xie, Cai, Agrawal (br0100) 2007 C. Perkins, E. Belding-Royer, S. Das, Ad hoc On-demand Distance Vector (AODV) Routing, RFC 3561 (Experimental), July 2003. Franklin, Murthy (br0070) 2007 Tahera, Ibrahim, Lochert (br0190) 2007 NS-3 (br0200) 2011 Muthaiah, Rosenberg (br0050) 2008 Xhafa, Sanche, Barolli (br0160) 2009 NS-3 (10.1016/j.jcss.2014.12.024_br0200) Xhafa (10.1016/j.jcss.2014.12.024_br0150) 2007; 8 Odetay (10.1016/j.jcss.2014.12.024_br0130) 1997 Nordström (10.1016/j.jcss.2014.12.024_br0030) 2002 Draves (10.1016/j.jcss.2014.12.024_br0040) 2004 Xhafa (10.1016/j.jcss.2014.12.024_br0140) 2008; 18 Tahera (10.1016/j.jcss.2014.12.024_br0190) 2007 Denzinger (10.1016/j.jcss.2014.12.024_br0120) 2006 Xhafa (10.1016/j.jcss.2014.12.024_br0160) 2009 Sakamoto (10.1016/j.jcss.2014.12.024_br0170) 2013; 9 10.1016/j.jcss.2014.12.024_br0180 Franklin (10.1016/j.jcss.2014.12.024_br0070) 2007 Wang (10.1016/j.jcss.2014.12.024_br0100) 2007 Yao (10.1016/j.jcss.2014.12.024_br0110) 1993 Oda (10.1016/j.jcss.2014.12.024_br0010) 2012 Muthaiah (10.1016/j.jcss.2014.12.024_br0050) 2008 Lim (10.1016/j.jcss.2014.12.024_br0090) 2005; 332 Tang (10.1016/j.jcss.2014.12.024_br0060) 2009; 2 Vanhatupa (10.1016/j.jcss.2014.12.024_br0080) 2007 Ikeda (10.1016/j.jcss.2014.12.024_br0020) 2012
References_xml	– start-page: 1533 year: 2007 ident: br0190 article-title: Adopting dynamic operators in a genetic algorithm publication-title: Proceedings of the 9th Annual Conference on Genetic and Evolutionary Computation – reference: C. Perkins, E. Belding-Royer, S. Das, Ad hoc On-demand Distance Vector (AODV) Routing, RFC 3561 (Experimental), July 2003. – start-page: 4823 year: 2007 end-page: 4827 ident: br0070 article-title: Node placement algorithm for deployment of two-tier wireless mesh networks publication-title: IEEE GLOBECOM-2007 – start-page: 4754 year: 2008 end-page: 4759 ident: br0050 article-title: Single gateway placement in wireless mesh networks publication-title: 8th International IEEE Symposium on Computer Networks – start-page: 612 year: 2007 end-page: 616 ident: br0080 article-title: Genetic algorithm to optimize node placement and configuration for WLAN planning publication-title: 4th International Symposium on Wireless Communication Systems – start-page: 707 year: 1993 end-page: 714 ident: br0110 article-title: An empirical study of genetic operators in genetic algorithms publication-title: Nineteenth EUROMICRO Symposium on Microprocessing and Microprogramming on Open System Design: Hardware, Software and Applications – start-page: 400 year: 2009 end-page: 405 ident: br0160 article-title: Ad hoc and neighborhood search methods for placement of mesh routers in wireless mesh networks publication-title: ICDCS Workshops of the IEEE 29th International Conference on Distributed Computing Systems – year: 2002 ident: br0030 article-title: APE – a large scale ad hoc network testbed for reproducible performance tests – volume: 332 start-page: 1 year: 2005 end-page: 17 ident: br0090 article-title: k-Center problems with minimum coverage publication-title: Theoretical Computer Science – start-page: 9 year: 2007 end-page: 11 ident: br0100 article-title: Efficient mesh router placement in wireless mesh networks publication-title: MASS-2007 – volume: 9 start-page: 101 year: 2013 end-page: 110 ident: br0170 article-title: A comparison study of simulated annealing and genetic algorithm for node placement problem in wireless mesh networks publication-title: Journal of Mobile Multimedia – start-page: 639 year: 1997 end-page: 643 ident: br0130 article-title: Empirical study of the interdependencies of genetic algorithm parameters publication-title: 23rd EUROMICRO Conference, New Frontiers of Information Technology – volume: 8 start-page: 427 year: 2007 end-page: 443 ident: br0150 article-title: An experimental study on genetic algorithms for resource allocation on grid systems publication-title: Journal of Interconnection Networks – year: June 2007 ident: br0210 – volume: 2 start-page: 44 year: 2009 end-page: 50 ident: br0060 article-title: Gateways placement in backbone wireless mesh networks publication-title: International Journal of Communications, Network and System Sciences – volume: 18 start-page: 209 year: 2008 end-page: 225 ident: br0140 article-title: Tuning struggle strategy in genetic algorithms for scheduling in computational grids publication-title: Neural Network World – start-page: 498 year: 2012 end-page: 502 ident: br0020 article-title: Performance evaluation of WMN considering number of connections using ns-3 simulator publication-title: The Third International Workshop on Methods, Analysis and Protocols for Wireless Communication – start-page: 23 year: 2006 end-page: 29 ident: br0120 article-title: Evaluating different genetic operators in the testing for unwanted emergent behavior using evolutionary learning of behavior publication-title: IEEE/WIC/ACM International Conference on Intelligent Agent Technology – start-page: 1 year: 2012 end-page: 8 ident: br0010 article-title: WMN-GA: a simulation system for WMNS and its evaluation considering selection operators publication-title: Journal of Ambient Intelligence and humanized Computing – year: 2011 ident: br0200 article-title: The ns-3 network simulator – start-page: 133 year: 2004 end-page: 144 ident: br0040 article-title: Comparison of routing metrics for static multi-hop wireless networks publication-title: SIGCOMM'04 – start-page: 498 year: 2012 ident: 10.1016/j.jcss.2014.12.024_br0020 article-title: Performance evaluation of WMN considering number of connections using ns-3 simulator – volume: 9 start-page: 101 issue: 1–2 year: 2013 ident: 10.1016/j.jcss.2014.12.024_br0170 article-title: A comparison study of simulated annealing and genetic algorithm for node placement problem in wireless mesh networks publication-title: Journal of Mobile Multimedia – volume: 2 start-page: 44 issue: 1 year: 2009 ident: 10.1016/j.jcss.2014.12.024_br0060 article-title: Gateways placement in backbone wireless mesh networks publication-title: International Journal of Communications, Network and System Sciences doi: 10.4236/ijcns.2009.21005 – ident: 10.1016/j.jcss.2014.12.024_br0180 doi: 10.17487/rfc3561 – start-page: 1533 year: 2007 ident: 10.1016/j.jcss.2014.12.024_br0190 article-title: Adopting dynamic operators in a genetic algorithm – start-page: 133 year: 2004 ident: 10.1016/j.jcss.2014.12.024_br0040 article-title: Comparison of routing metrics for static multi-hop wireless networks – volume: 8 start-page: 427 issue: 4 year: 2007 ident: 10.1016/j.jcss.2014.12.024_br0150 article-title: An experimental study on genetic algorithms for resource allocation on grid systems publication-title: Journal of Interconnection Networks doi: 10.1142/S0219265907002119 – volume: 332 start-page: 1 year: 2005 ident: 10.1016/j.jcss.2014.12.024_br0090 article-title: k-Center problems with minimum coverage publication-title: Theoretical Computer Science doi: 10.1016/j.tcs.2004.08.010 – start-page: 707 year: 1993 ident: 10.1016/j.jcss.2014.12.024_br0110 article-title: An empirical study of genetic operators in genetic algorithms – volume: 18 start-page: 209 issue: 3 year: 2008 ident: 10.1016/j.jcss.2014.12.024_br0140 article-title: Tuning struggle strategy in genetic algorithms for scheduling in computational grids publication-title: Neural Network World – start-page: 612 year: 2007 ident: 10.1016/j.jcss.2014.12.024_br0080 article-title: Genetic algorithm to optimize node placement and configuration for WLAN planning – start-page: 23 year: 2006 ident: 10.1016/j.jcss.2014.12.024_br0120 article-title: Evaluating different genetic operators in the testing for unwanted emergent behavior using evolutionary learning of behavior – start-page: 4754 year: 2008 ident: 10.1016/j.jcss.2014.12.024_br0050 article-title: Single gateway placement in wireless mesh networks – start-page: 1 year: 2012 ident: 10.1016/j.jcss.2014.12.024_br0010 article-title: WMN-GA: a simulation system for WMNS and its evaluation considering selection operators publication-title: Journal of Ambient Intelligence and humanized Computing – start-page: 639 year: 1997 ident: 10.1016/j.jcss.2014.12.024_br0130 article-title: Empirical study of the interdependencies of genetic algorithm parameters – start-page: 400 year: 2009 ident: 10.1016/j.jcss.2014.12.024_br0160 article-title: Ad hoc and neighborhood search methods for placement of mesh routers in wireless mesh networks – start-page: 4823 year: 2007 ident: 10.1016/j.jcss.2014.12.024_br0070 article-title: Node placement algorithm for deployment of two-tier wireless mesh networks – start-page: 9 year: 2007 ident: 10.1016/j.jcss.2014.12.024_br0100 article-title: Efficient mesh router placement in wireless mesh networks – ident: 10.1016/j.jcss.2014.12.024_br0200 – year: 2002 ident: 10.1016/j.jcss.2014.12.024_br0030
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SubjectTerms	Algorismes computacionals Computer algorithms Computer network protocols Comunicació sense fil, Sistemes de Enginyeria de la telecomunicació HWMP Mesh network ns-3 Protocols de xarxes d'ordinadors Simulation Telemàtica i xarxes d'ordinadors Wireless communication systems Àrees temàtiques de la UPC
Title	Node placement for wireless mesh networks: Analysis of WMN-GA system simulation results for different parameters and distributions
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