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Editor-in-chief
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.
IJMLC 2011 Vol.1(3): 242-246 ISSN: 2010-3700
DOI: 10.7763/IJMLC.2011.V1.36

Bandwidth Constrained Routing of Multimedia Trafficover Hybrid MANETs using Ant Colony Optimization

Priyanka Sharma, Yakuta Karkhanawala and K Kotecha, Member, IACSIT
Abstract—As the world is moving towards wireless devices, the support for more and more multimedia based applications over communication network is the need of the day. The bandwidth for data transfer, comes with a price, and we need to support a large number of bandwidth hungry applications. Hence, Quality of Service(QoS) is a key word for the overall optimize usage of the available network resources. Mobile Adhoc networks are known for their self organizing, autonomous nature. QoS based routing over MANET requires an adaptive and fast solution to path search problems. Swarm Intelligence, is a machine learning technique, where we derive intelligence from the collective behavior of natural agents. This scheme has been reflected in the Ant based algorithm, which are specialized in optimization of routing solution. Hence, in this paper we propose the implementation of protocol HMQAnt(Hybrid Multipath QoS Ant), ACO based solution with hybrid adhoc routing strategy for a hierarchical MANET architecture, so as to give optimum solution for adaptive and dynamically changing networks. We have mainly concentrated on bandwidth optimization as a key to provide effective paths for multimedia networks. This algorithm would eventually decrease the overhead and route according the bandwidth requirement. The proposed routing solution also takes queuing theory into consideration. In MANETs, whenever there is a connection loss, routing is carried out again, and it is drastically affected by queuing.

Index Terms—Multimedia routing, Quality of Service (QoS), Proactive, Reactive, Hybrid routing, Ant Colony Optimization(ACO), Mobile Adhoc Network (MANET).

Prof Priyanka Sharma is with CSE Department of Institute of Technology, Nirma University. (e-mail: priyanka.sharma@ nirmauni.ac.in). Prof Yakuta Kharnawala is with L J College of Computer Applications, Gujarat University. (e-mail: 08mces56@nirmauni.ac.in). Dr K Kotecha is the Director of Institute of Technology, Nirma University (e-mail: drketankotecha@nirmauni.ac.in).

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Cite: Priyanka Sharma, Yakuta Karkhanawala and K Kotecha, Member, IACSIT, "Bandwidth Constrained Routing of Multimedia Traffic over Hybrid MANETs using Ant Colony Optimization," International Journal of Machine Learning and Computing vol. 1, no. 3, pp. 242-246, 2011.

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