A Bee-Inspired Power Aware Routing Protocol for Wireless ADHOC Network

Muhammad, Saleem (2010) A Bee-Inspired Power Aware Routing Protocol for Wireless ADHOC Network. Doctoral thesis, University Of Engineering Technology, Taxila.

[img] Text
881S.htm

Download (23kB)

Abstract

Design and development of power-aware, scalable and performance efficient routing protocols for Wireless Sensor Networks (WSNs) is an active area of research. In this dissertation, we show that insect colonies based intelligence &#8211; commonly referred to as Swarm Intelligence (SI) provides an ideal metaphor for developing routing protocols for WSNs because they consist of minimalists, autonomous individuals that through local interactons self-organize to produce system-level behaviors that show life long adaptability to changes and perturbations in an external environment. In this context, we propose a new routing protocol for WSNs &#8211; BeeSensor inspired by the foraging principles of honey bees. We follow a three phase novel protocol engineering cycle. In the first phase, we study the foraging principles of a bee colony and utilize the inspirational concepts to develop a distributed, simple and energy-efficient routing protocol for WSNs.We then evaluate and compare the performance of this protocol with existing classical and SI-based WSN protocols.The simulation results demonstrate that BeeSensor consistently outperforms the existing well-known protocols in terms of packet delivery ratio and energy efficiency.However, its performance degrades slightly as the network size is inreased.To gain more insights into the parameters governing the behavior of BeeSensor in large-scale networks, in the second phase, we develop a generic mathematical evaluation framework to model two key performance metric of an ad hoc routin protocol: routing overhead and route optimality. We then develop specific routing overhead and route optimality models of the BeeSensor protocol.The metric models unfold several interesting insights about the performance of BeeSensor in large-scale networks.For instance, with an increase in the average hop length, route discovery probability of BeeSensor decays exponentially. We also model the reliability of packet delivery of the BeeSensor protocol.The model shows that the reliability of packet delivery is a concave function of the total number of paths. Therefore, maintenance of a set of paths beyond a certain threshold limit does not result in a proportional increase in the packet delivery ratio.<br>Based on the insights inferred through the formal modeling, we revise the design of BeeSensor protocol in the third phase.To conclude this dissertation, we perform simulation studies using prowler simulator &#8211; to analyze and compare the performance of the final BeeSensor design with existing protocols. In the first set of experiments, we compare its performance with SI-based energy-efficient WSN protocols. The simulation results demonstrate that BeeSensor outperforms its competitors in all assumed scenarios and metrics.We then implement the BeeSensor protocol in NS-2 simulator to further investigate its performance in mobile networks and large-scale static sensor networks.The results clearly show that BeeSensor not only performs well in large-scale networks, but is equally good in MANETs as well.Therefore, BeeSensor is a viable protocol for hybrid ad hoc networks.

Item Type: Thesis (Doctoral)
Uncontrolled Keywords: (Extracted from title, table of contents and abstract of thesis
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Depositing User: Unnamed user with email jmemon@hec.gov.pk
Date Deposited: 16 Aug 2017 10:42
Last Modified: 16 Aug 2017 10:42
URI: http://eprints.hec.gov.pk/id/eprint/5079

Actions (login required)

View Item View Item