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Title page for ETD etd-01152010-211248


Type of Document Dissertation
Author Hoang, Hai Hung
Author's Email Address hoanghu@eng.fsu.edu
URN etd-01152010-211248
Title Realization Of Swarm Behavior In Wireless Communication Systems And Ad Hoc Sensor Networks
Degree Doctor of Philosophy
Department Electrical and Computer Engineering, Department of
Advisory Committee
Advisor Name Title
Bing W. Kwan Committee Chair
Anke Meyer-Baese Committee Member
Rodney Roberts Committee Member
Simon Foo Committee Member
Xiuwen Liu University Representative
Keywords
  • Self-organization Protocol
  • Particle Filtering
  • Channel Estimation
  • Swarm Intelligence
  • UWB Wireless Sensor Networks
Date of Defense 2009-11-17
Availability unrestricted
Abstract
Swarm behavior indicates the direct or indirect interactions among relatively simple

agents to perform a particular task that is unknown to the individual agent. The study

of swarm behavior originates from the research of swarms in nature such as schools of fish

or flocks of birds. The attraction of swarm behavior comes from the collective behavior of

independent simple agents, each responding to local information without supervision, to perform

a global behavior of the entire swarm. The first part of the dissertation investigates the

incorporation of swarm behavior in particle filtering to improve the performance of channel

estimation in narrow-band multiple-input multiple-output (MIMO) wireless communication

systems. Channel estimation is required at the receiver to coherently detect the transmitted

symbols and has significant impact on the reliability of the systems. Particle filter is a

powerful method to approximate the posterior distribution of the channel information given

the received signals in the case of non-linear non-Gaussian systems. However, the particle

filter method based on importance sampling has problems of importance density selection

and noise uncertainty. The suboptimal particle filters with swarm behavior incorporation

in part I are proposed to overcome these problems. On the other hand, part II of the

dissertation focuses on class of wireless sensor networks utilizing ultra wide-band (UWB)

technology in the physical layer. UWB technology has potential applications in wireless

sensor networks with attractive features such as low cost, low complexity, low power, and

multiple access efficiency. A network of large number of eventually identical sensor nodes are

considered, in which each node has limited resources and capabilities. There are similarities

between the sensor node in the network and the agent in a swarm. The second part proposes

a self-organizing protocol based on swarm behavior to the UWB wireless sensor networks.

The sensor nodes are grouped into clusters, each of which is able to transfer the information

toward a data-collecting node along a steep decent path.

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