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Multiple Parameter Estimation With Quantized Channel Output

Mezghani, Amine and Antreich, Felix and Nossek, Josef A. (2010) Multiple Parameter Estimation With Quantized Channel Output. In: IEEE. IEEE/ITG Workshop on Smart Antennas 2010 (WSA 2010), 23.02.2010 - 24.02.2010, Bremen, Deutschland.

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Abstract

We present a general problem formulation for optimal parameter estimation based on quantized observations, with application to antenna array communication and processing (channel estimation, time-of-arrival (TOA) and direction-ofarrival (DOA) estimation). The work is of interest in the case when low resolution A/D-converters (ADCs) have to be used to enable higher sampling rate and to simplify the hardware. An Expectation-Maximization (EM) based algorithm is proposed for solving this problem in a general setting. Besides, we derive the Cramer-Rao Bound (CRB) and discuss the effects of quantization and the optimal choice of the ADC characteristic. Numerical and analytical analysis reveals that reliable estimation may still be possible even when the quantization is very coarse.

Item URL in elib:https://elib.dlr.de/63426/
Document Type:Conference or Workshop Item (Speech, Paper)
Title:Multiple Parameter Estimation With Quantized Channel Output
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Mezghani, AmineMunich University of Technology (TUM)UNSPECIFIED
Antreich, FelixUNSPECIFIEDUNSPECIFIED
Nossek, Josef A.Munich Univaersity of Technology (TUM)UNSPECIFIED
Date:23 February 2010
Journal or Publication Title:IEEE
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Quantization, MIMO channel estimation, TOA/DOA estimation, EM algorithm, Cramer-Rao Bound, stochastic resonance.
Event Title:IEEE/ITG Workshop on Smart Antennas 2010 (WSA 2010)
Event Location:Bremen, Deutschland
Event Type:international Conference
Event Dates:23.02.2010 - 24.02.2010
Organizer:University of Bremen/ITG/IEEE
HGF - Research field:Aeronautics, Space and Transport (old)
HGF - Program:Space (old)
HGF - Program Themes:W KN - Kommunikation/Navigation
DLR - Research area:Space
DLR - Program:W KN - Kommunikation/Navigation
DLR - Research theme (Project):W - Projekt Galileo Advanced Applications (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Communication and Navigation > Navigation
Deposited By: Antreich, Felix
Deposited On:01 Mar 2010 08:23
Last Modified:12 Dec 2013 20:54

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