A Genetic Algorithm Inspired Load Balancing Protocol for Congestion Control in Wireless Sensor Networks using Trust Based Routing Framework (GACCTR)
Автор: Arnab Raha, Mrinal Kanti Naskar, Avishek Paul, Arpita Chakraborty, Anupam Karmakar
Журнал: International Journal of Computer Network and Information Security(IJCNIS) @ijcnis
Статья в выпуске: 9 vol.5, 2013 года.
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Wireless Sensors Networks are extremely densely populated and have to handle large bursts of data during emergency or high activity periods giving rise to congestion which may disrupt normal operation. Our paper proposes a new congestion control protocol for balanced distribution of traffic among the different paths existing between the Source node and the Sink node in accordance to the different route trust values. This probabilistic method of data transmission through the various alternate routes can be appropriately modeled with the help of Genetic Algorithms. Our protocol is mainly targeted in selecting the reliable or trustworthy routes more frequently than the unreliable ones. In addition, it also prevents concentration of the entire data traffic through a single route eliminating any possible occurrence of bottleneck. The merits of our protocol in comparison to the presently existing routing protocols are justified through the simulation results obtained which show improvements in both the percentage ratio of successful transmission of data packets to the total number of data packets sent and the overall network lifetime.
Load balancing, Genetic Algorithms, Direct Trust, Route Trust, Network Lifetime
Короткий адрес: https://sciup.org/15011223
IDR: 15011223
Список литературы A Genetic Algorithm Inspired Load Balancing Protocol for Congestion Control in Wireless Sensor Networks using Trust Based Routing Framework (GACCTR)
- C.Y.Wan, S.B.Eisenman and A.T. Campbell, "CODA: Congestion Detection and Avoidance in Sensor Networks", SenSys' 03, Los Angeles, USA, pp. 266-279, ACM, Nov 2003.
- Bret Hull, K. Jamieson, H. Balakrishnan, "Mitigating Congestion in Wireless Sensor Networks", SenSys' 04, Baltimore, Maryland, USA ACM, Nov 2004.
- Y. Sankarasubramaniam, O.Akan, and I.Akyildiz, " Event-to-sink reliable transport in wireless sensor networks", In Proc. Of the 4th ACM Symposium on Mobile Ad Hoc Networking & Computing ( MobiHoc 2002), pages 177- 188. Annapolis, Maryland, June 2003.
- C.Y.Wan, A.T. Campbell, and L. Krishnamurthy, " PSFQ : a reliable transport protocol for wireless sensor networks", In Proc of first ACM International workshop on Wireless Sensor Networks and Applications ( WSNA 2002 ), pages 1-11, Atlanta, September 2002.
- Theodore Zahariadis, Helen C. Leligou, Panagiotis Trakadas and Stamatis Voliotis, "Mobile Networks Trust Management in Wireless Sensor Networks", European Transactions on Telecommunications, 2010; 21:386-395.
- A.Raha, S.S. Babu, M.K. Naskar, "Geometric Mean based Trust Management system for WSNs (GMTMS)", published in WICT 2011 Mumbai, 2011.
- Mohammad Momani, Ph.D thesis on " Bayesian methods for modeling and management of Trust in Wireless Sensor Networks", University of Technology, Sydney, July, 2008.
- S.S. Babu, A. Raha, and M.K.Naskar, "A Direct Trust Dependent Link State Routing Protocol using Route Trusts for Wireless Sensor Networks (DTLSRP)", Wireless Sensor Network journal, USA, pp. 125-134, April 2011.
- A. Raha, M.K.Naskar, S.S. Babu, Omar Alfand and Dieter Hogrefe, "Trust Integrated Link State Routing Protocol for Wireless Sensor Network (TILSRP), published in Proc. Of 5th IEEE ANTS 2011, Dec 2011.
- Mani Zarei, Amir Msoud Rahmani, Avesta Sasan, Mohammad Teshnehlab, "Fuzzy based trust estimation for congestion control in wireless sensor networks", 2009 International Conference on Intelligent Networking and Collaborative Systems.
- Mani Zarei, Amir Msoud Rahmani, Razieh Farazkish, Sara Zahirnia, "FCCTF: Fairness Congestion Control for a distrustful wireless sensor network using Fuzzy logic", 2010 10th International Conference on Hybrid Intelligent Systems.
- D. Goldberg, B. Karp, Y. Ke, S. Nath, and S. Seshan, "Genetic algorithms in search, optimization, and machine learning", Addison-Wesley, 1989.
- A. Chakraborty, S. K. Mitra and M. K. Naskar, "A Genetic Algorithm inspired Routing Protocol for Wireless Sensor Networks", accepted in the International Journal of Computer Intelligence- Theory and Practice, number 6 vol. 1, 2011.
- G. Nagib and W. G. Ali, "Network Routing Protocol using Genetic Algorithms", published in the International Journal of Electrical & Computer Sciences, IJECS-IJENS, Vol. 10, No. 02.
- Bavitha R and Hemalatha R, "Optimisation of Path using Genetic Algorithm for Wireless Sensor Networks", published in the International Journal of Communications and Engineering, Volume 05 – No.: 05, Issue 03, March 2012.
- Wikipedia, "Fitness proportionate selection", July 2012.
