Fuzzy Logic with Hybrid Optimization Approach for Optimal Route Selection in MANET


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Abstract


Independent, self-governing, mobile wireless hosts communicating through wireless links and forming a temporary network dynamically without centralized infrastructure are called Mobile Ad-hoc Networks (MANETs). As MANET nodes are not stationary, the same routing path may not always be taken between sender and receiver(s). Hence, such routing is complicated. Literature proposes different routing protocols each having advantages and limitations. This study proposes fuzzy logic with hybrid optimization approach for optimal route selection in MANET applications. The proposed hybrid optimization is based on Genetic Algorithm (GA) and Hill Climbing algorithm. Fuzzy rule system is based on actual end to end delay, when a node leaves the network, number of packets dropped and number of RRER generated. Simulation results demonstrate the efficiency of the proposed hybrid fuzzy routing when compared to Ad hoc On-demand Distance Vector routing (AODV)
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Keywords


Mobile Ad-Hoc Network (MANET); Routing; Ad Hoc On-Demand Distance Vector Routing (AODV); Fuzzy Logic; Genetic Algorithm (GA); Hill Climbing

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References


Wang, Z., Li, C., & Chen, Y. (2011, December). PSR: Proactive Source Routing in Mobile Ad Hoc Networks. In Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE (pp. 1-6). IEEE.

Mehedi, J., &Naskar, M. K. (2012). A Fuzzy Based Distributed Algorithm for Maintaining Connected Network Topology in Mobile Ad-Hoc Networks Considering Freeway Mobility Model. Journal of Computing and Information Technology, 20(2), 69-84.

Subbaiah, K. V., & Naidu, M. M. (2010). Mobile Ad Hoc Network. Simulation, 1(04), 246-251.

Yi, J., Adnane, A., David, S., &Parrein, B. (2011). Multipath optimized link state routing for mobile ad hoc networks. Ad Hoc Networks, 9(1), 28-47.

Gupta, A. K., Sadawarti, H., & Verma, A. K. (2010). MANET routing protocols based on Ant Colony Optimization. International Journal of Modeling & Optimization (IJMO), ISSN, 3697, 42-49.

Bakht, H. (2011). Survey of Routing Protocols for Mobile Ad-hoc Network. International Journal of Information and Communication Technology Research, 1(6), 258-270.

M MIslam., R Pose., C Kopp., (2008). Routing Protocols for Ad-Hoc Networks, 177-120.

Milanovic, N., Malek, M., Davidson, A., &Milutinovic, V. (2004). Routing and security in mobile ad hoc networks. Computer, 37(2), 61-65.

Dana, A., Ghalavand, G., Ghalavand, A., &Farokhi, F. (2011). A Reliable routing algorithm for Mobile Adhoc Networks based on fuzzy logic. IJCSI International Journal of Computer Science Issues, 8(3), 128-133.

Abirami, S., Dhanasekaran, R., &Bhanumathi, V. (2012). A Balanced Approach for Power Aware Routing in MANET using Fuzzy Logic. In International Conference on Recent Trends in Computational Methods, Communication and Controls, (ICON3C 2012) ICON3C(5):15-20.

Tavli, B., &Heinzelman, W. (2011). Energy-Efficient Real-Time Multicast Routing in Mobile Ad Hoc Networks. Computers, IEEE Transactions on, 60(5), 707-722.

Guo, J., Liu, H., Dong, J., & Yang, X. (2007). HEAD: a hybrid mechanism to enforce node cooperation in mobile ad hoc networks. Tsinghua Science & Technology, 12, 202-207.

Leu, S., & Chang, R. S. (2011). Simple algorithm for solving broadcast storm in mobile ad hoc network. Communications, IET, 5(16), 2356-2363.

Kogan, A. (2008). Efficient and robust local mutual exclusion in mobile ad hoc networks (Doctoral dissertation, Master’s thesis, Department of Computer Science, Technion).

Yi, P., Zou, F., Zou, V., & Wang, Z. (2011). Performance analysis of mobile ad hoc networks under flooding attacks. Systems Engineering and Electronics, Journal of, 22(2), 334-339.

El Defrawy, K., &Tsudik, G. (2011). Privacy-preserving location-based on-demand routing in MANETs. Selected Areas in Communications, IEEE Journal on, 29(10), 1926-1934.

Xu, H., Wu, X., Sadjadpour, H. R., & Garcia-Luna-Aceves, J. J. (2010). A unified analysis of routing protocols in MANETs. Communications, IEEE Transactions on, 58(3), 911-922.

Chen, X., Jones, H. M., &Jayalath, D. (2011). Channel-aware routing in MANETs with route handoff. Mobile Computing, IEEE Transactions on, 10(1), 108-121.

Ma, Y., Kibria, M. R., &Jamalipour, A. (2008, August). A fuzzy logic-based delivery framework for optimized routing in mobile ad hoc networks. In Wireless Communications and Mobile Computing Conference, 2008. IWCMC'08. International (pp. 801-806). IEEE.

Ghalavand, G., Dana, A., Ghalavand, A., &Rezahosieni, M. (2010, August). Reliable routing algorithm based on fuzzy logic for Mobile Ad hoc Network. In Advanced Computer Theory and Engineering (ICACTE), 2010 3rd International Conference on (Vol. 5, pp. V5-606). IEEE.

Goswami, M. M., Dharaskar, R. V., &Thakare, V. M. (2009, January). Fuzzy ant colony based routing protocol for mobile ad hoc network. In Computer Engineering and Technology, 2009. ICCET'09. International Conference on (Vol. 2, pp. 438-444). IEEE.

Sujatha, K. S., Dharmar, V., & Bhuvaneswaran, R. S. (2012, April). Design of genetic algorithm based IDS for MANET. In Recent Trends In Information Technology (ICRTIT), 2012 International Conference on (pp. 28-33). IEEE.

Wang, S., &Inkol, R. (2010, September). A Fuzzy Logic Approach to Angle of Arrival Averaging. In Vehicular Technology Conference Fall (VTC 2010-Fall), 2010 IEEE 72nd (pp. 1-5). IEEE.

Priyadarsini, S., Umashankar, S., TSRD-RL algorithm based secured route discovery for MANET with improved route lifetime, (2012) International Review on Computers and Software (IRECOS), 7 (2), pp. 499-504.

Fatima, M., Gupta, R., &Bandhopadhyay, T. K. (2012). Route Discovery by Cross Layer Approach for MANET. International Journal of Computer Applications, 37(7), 14-24.

Lertsuwanakul, L. O. (2010). Fuzzy Logic Based Routing in Grid Overlay Network. In IICS (pp. 140-149).

Alandjani, G., & Johnson, E. E. (2003, April). Fuzzy routing in ad hoc networks. In Performance, Computing, and Communications Conference, 2003. Conference Proceedings of the 2003 IEEE International (pp. 525-530). IEEE.

Nair, T. R., Sooda, K., &Yashoda, M. B. (2011). Enhanced Genetic Algorithm approach for Solving Dynamic Shortest Path Routing Problems using Immigrants and Memory Schemes. arXiv preprint arXiv:1107.1943.

D.S kumar.,K.Manikandan., M.A.S Durai., (2011). Secure On-Demand Routing Protocol for MANETusing Genetic Algorithm. International Journal of Computer Applications (0975 – 8887), 19(8).

Kumar, P. S., &Ramachandram, S. (2009). Load Balancing in Genetic Zone Routing Protocol for MANETs. International Journal of Computer and Information Engineering, 3, 4, 517-522.

Gorbanzadeh, F., &Kazem, A. A. P. (2012). Hybrid Genetic Algorithms for Solving Winner Determination Problem in Combinatorial Double Auction in Grid. IAES International Journal of Artificial Intelligence (IJ-AI), 1(2), 53-62.

Sheng, Y., Yang, X., Valin, P., &Sévigny, L. (2002). Robust multisensor image registration with partial distance merits. In Multisensor Fusion (pp. 593-609). Springer Netherlands.

Navaz, S., & Ansari, U. An Evolutionary Algorithm in Grid Scheduling by multi-objective Optimization using variants of NSGA, International Journal of Scientific and Research Publications, Volume 2, Issue 9, September 2012 ISSN 2250-3153, 1-5.

Tao, Q., Chang, H., Yi, Y., &Gu, C. (2010, May). A grid workflow scheduling optimization approach for e-Business application. In E-Business and E-Government (ICEE), 2010 International Conference on (pp. 168-171). IEEE.

Kumar, J., Kulkarni, M., Gupta, D., Performance comparison of MANET routing protocols, (2010) International Review on Computers and Software (IRECOS), 5 (1), pp. 1-5.

Jiang, H., Zhang, S., Shao, G., Group mobility judge based on node's neighbors matrix in clustering MANET, (2012) International Review on Computers and Software (IRECOS), 7 (6), pp. 2886-2890.

Amnai, M., Fakhri, Y., Abouchabaka, J., Adaptive fuzzy mobility for delay and throughput sensitive traffic in Ad Hoc networks, (2012) International Review on Computers and Software (IRECOS), 7 (3), pp. 965-971.

Sengan, S., Chethur Pandian, S., An efficient agent-based intrusion detection system for detecting malicious nodes in MANET routing, (2012) International Review on Computers and Software (IRECOS), 7 (6), pp. 3037-3041.

Choukri, A., Amnai, M., Habbani, A., Elkoutbi, M., AODV protocol behavior based on H.264 multiservice traffic, (2012) International Review on Computers and Software (IRECOS), 7 (5), pp. 2121-2125.

Rhattoy, A., Zatni, A., Performance evaluation of OLSR and AODV routing protocols in VANETs urban area, (2013) International Review on Computers and Software (IRECOS), 8 (7), pp. 1711-1717.

Vanitha, M., Parvathavarthini, B., An enhanced DOA (DSR over AODV) protocol for mobile ad-hoc networks, (2013) International Review on Computers and Software (IRECOS), 8 (6), pp. 1416-1426.

Ahmed, B., Zytoune, O., Mohamed, R., Mohamed, O., Driss, A., Reducing the effect of mobility on AODV, (2012) International Review on Computers and Software (IRECOS), 7 (5), pp. 2254-2259.


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