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Localization and Localizability in Sensor and Ad-hoc Networks
The Hong Kong University of Science and Technology
Department of Computer Science and Engineering
PhD Thesis Defence
Title: "Localization and Localizability in Sensor and Ad-hoc Networks"
By
Mr. Zheng Yang
Abstract
Location awareness is essential for many applications of wireless sensor
networks. Sensor networks are by nature used to provide spatio-temporal
information of physical world. Hence, it is important to associate sensed data
with locations, making data geographically meaningful. This thesis presents a
systematic study on the localization and localizability issues. Localization is
an autonomous mechanism of node location computation. Network localizability
answers whether or not a network can be localized; i.e., the locations of all
network nodes can be uniquely determined under certain constraints. In brief,
localization emphasizes location computation while localizability considers
location uniqueness.
We first investigate error control in localization, a key factor that
determines the success of a localization approach in practice. We propose the
concept of Quality of Trilateration (QoT) to quantitatively evaluate
trilaterations under inaccurate distance measurements. QoT takes both geometry
and ranging errors into accounts. With the help of QoT, the proposed
localization approach succeeds in alleviating error propagation, a main source
of location error in multi-hop networks.
Distributed localizability testing is also studied in this thesis. We analyze
the limitation of trilateration and propose a novel approach WHEEL, which not
only identifies localizability, but also, similar to trilateration, computes
node locations. WHEEL is based on the global rigidity of wheel graphs. It
inherits the simplicity and efficiency of trilateration, while at the same time
recognizes more localizable nodes. More than that, we prove WHEEL is the
optimal among all distributed approaches. WHEEL is believed to be a nice
substitute of the widely-used trilateration.
Finally, we propose the concept of node localizability. Node localizability
focuses on the location-uniqueness of a single node. Indeed, network
localizability is a special case of node localizability in which all nodes are
localizable. Applying rigidity theory, we study the conditions of a node being
localizable. For the first time, it is possible to answer the fundamental
questions of localization: how many nodes in a network are localizable in a
partially localizable network and which they are.
Date: Tuesday, 29 June 2010
Time: 10:00am – 12:00noon
Venue: Room 3501
Lifts 25/26
Chairman: Prof. Chun Man Chan (CIVL)
Committee Members: Prof. Yunhao Liu (Supervisor)
Prof. Lionel Ni
Prof. Qian Zhang
Prof. Susheng Wang (ECON)
Prof. Xiaohua Jia (Comp. Sci., CityU.)
**** ALL are Welcome ****