Comparative study of direct position determination with AOA and TOA methods
This dissertation presents a study on the performance evaluation of Direct Position Determination (DPD) method of a single emitting source under line-of-sight conditions and confirms its superiority over the conventional localization methods in various test scenarios, proffering the algorit...
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Format: | Theses and Dissertations |
Language: | English |
Published: |
2015
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Subjects: | |
Online Access: | http://hdl.handle.net/10356/65146 |
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Institution: | Nanyang Technological University |
Language: | English |
Summary: | This dissertation presents a study on the performance evaluation of Direct Position
Determination (DPD) method of a single emitting source under line-of-sight conditions
and confirms its superiority over the conventional localization methods in various test
scenarios, proffering the algorithm to be utilized in the real-world applications
demanding high positioning accuracy.
The traditional localization methods based on Angle of Arrival (AOA) estimation and
Time of Arrival (TOA) estimation involve a two-stage process in which the respective
angle/time parameter is measured at each base station independently and then the emitter
location is determined using triangulation. Hence, both of the methods are considered to
be sub-optimal. The DPD technique, however, is an optimized method which uses the
same data as that of the above mentioned methods and locates the emitter source using a
single search operation. In cases where the noise statistics are unknown, least square
method is applicable to DPD. If the noise is Gaussian, maximum likelihood estimation
of location represents DPD. It has been proven that DPD eliminates the measurementsources
association problem prevailing in AOA/TOA methods and is classified as a
centralized positioning approach.
This dissertation provides critical discussions on the performance of DPD in distinctive
test schemes such as change in system geometry and the array configuration. It also
presents the comparison between AOA, TOA and DPD for single source localization
under these conditions. The research conducted confirms that DPD significantly
overpowers AOA and TOA methods in terms of positioning accuracy at low SNR values.
It is also verified that DPD, with suitable system configurations, delivers better indoor as
well as outdoor localization establishments and is a potential localization method.
Keywords: DPD, Single Emitter Localization, Antenna Array, Maximum Likelihood |
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