Reference : Cramer-Rao Bound on DOA Estimation of Finite Bandwidth Signals Using a Moving Sensor
Scientific congresses, symposiums and conference proceedings : Paper published in a book
Engineering, computing & technology : Electrical & electronics engineering
http://hdl.handle.net/10993/45438
Cramer-Rao Bound on DOA Estimation of Finite Bandwidth Signals Using a Moving Sensor
English
Arora, Aakash mailto [University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom >]
Mysore Rama Rao, Bhavani Shankar mailto [University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom >]
Ottersten, Björn mailto [University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > >]
2020
Proc. 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
Yes
45th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2020, 4-8 May 2020, Barcelona, Spain
04-05-2020 to 08-05-2020
IEEE
Barcelona
Spain
[en] In this paper, we provide a framework for the direction of arrival (DOA) estimation using a single moving sensor and evaluate performance bounds on estimation. We introduce a signal model which captures spatio-temporal incoherency in the received signal due to sensor motion in space and finite bandwidth of the signal, hitherto not considered. We show that in such a scenario, the source signal covariance matrix becomes a function of the source DOA, which is usually not the case. Due to this unknown dependency, traditional subspace techniques cannot be applied and conditions on source covariance needs to imposed to ensure identifiability. This motivates us to investigate the performance bounds through the Cramer-Rao Lower Bounds (CRLBs) to set benchmark performance for future estimators. This paper exploits the signal model to derive an appropriate CRLB, which is shown to be better than those in relevant literature.
http://hdl.handle.net/10993/45438
FnR ; FNR11607283 > Aakash Arora > > Power efficient sparse signal processing for digital wideband on-board techniques > 01/07/2017 > 30/06/2021 > 2017

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