A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm

<p/> <p>In this paper, we consider the issue of blind detection of Alamouti-type differential <it>space-time</it> (ST) modulation in static Rayleigh fading channels. We focus our attention on a <inline-formula><graphic file="1687-1499-2005-135356-i2.gif"/&g...

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Main Authors: Kim Jae H, Riediger Michael LB, Ho Paul KM
Format: Article
Language:English
Published: SpringerOpen 2005-01-01
Series:EURASIP Journal on Wireless Communications and Networking
Subjects:
Online Access:http://jwcn.eurasipjournals.com/content/2005/135356
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spelling doaj-662d32e6fca443a380fed27b944ed83c2020-11-25T01:32:41ZengSpringerOpenEURASIP Journal on Wireless Communications and Networking1687-14721687-14992005-01-0120052135356A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM AlgorithmKim Jae HRiediger Michael LBHo Paul KM<p/> <p>In this paper, we consider the issue of blind detection of Alamouti-type differential <it>space-time</it> (ST) modulation in static Rayleigh fading channels. We focus our attention on a <inline-formula><graphic file="1687-1499-2005-135356-i2.gif"/></inline-formula>-shifted BPSK constellation, introducing a novel transformation to the received signal such that this binary ST modulation, which has a second-order transmit diversity, is equivalent to QPSK modulation with second-order receive diversity. This equivalent representation allows us to apply a low-complexity detection technique specifically designed for receive diversity, namely, scalar <it>multiple-symbol differential detection</it> (MSDD). To further increase receiver performance, we apply an iterative <it>expectation-maximization</it> (EM) algorithm which performs joint channel estimation and sequence detection. This algorithm uses minimum mean square estimation to obtain channel estimates and the maximum-likelihood principle to detect the transmitted sequence, followed by differential decoding. With receiver complexity proportional to the observation window length, our receiver can achieve the performance of a coherent maximal ratio combining receiver (with differential decoding) in as few as a single EM receiver iteration, provided that the window size of the initial MSDD is sufficiently long. To further demonstrate that the MSDD is a vital part of this receiver setup, we show that an initial ST conventional differential detector would lead to strange convergence behavior in the EM algorithm.</p>http://jwcn.eurasipjournals.com/content/2005/135356multiple-symbol differential detectionAlamouti modulationdifferential space-time codesEM algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Kim Jae H
Riediger Michael LB
Ho Paul KM
spellingShingle Kim Jae H
Riediger Michael LB
Ho Paul KM
A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm
EURASIP Journal on Wireless Communications and Networking
multiple-symbol differential detection
Alamouti modulation
differential space-time codes
EM algorithm
author_facet Kim Jae H
Riediger Michael LB
Ho Paul KM
author_sort Kim Jae H
title A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm
title_short A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm
title_full A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm
title_fullStr A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm
title_full_unstemmed A Receiver for Differential Space-Time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-Shifted BPSK Modulation Based on Scalar-MSDD and the EM Algorithm
title_sort receiver for differential space-time <inline-formula><graphic file="1687-1499-2005-135356-i1.gif"/></inline-formula>-shifted bpsk modulation based on scalar-msdd and the em algorithm
publisher SpringerOpen
series EURASIP Journal on Wireless Communications and Networking
issn 1687-1472
1687-1499
publishDate 2005-01-01
description <p/> <p>In this paper, we consider the issue of blind detection of Alamouti-type differential <it>space-time</it> (ST) modulation in static Rayleigh fading channels. We focus our attention on a <inline-formula><graphic file="1687-1499-2005-135356-i2.gif"/></inline-formula>-shifted BPSK constellation, introducing a novel transformation to the received signal such that this binary ST modulation, which has a second-order transmit diversity, is equivalent to QPSK modulation with second-order receive diversity. This equivalent representation allows us to apply a low-complexity detection technique specifically designed for receive diversity, namely, scalar <it>multiple-symbol differential detection</it> (MSDD). To further increase receiver performance, we apply an iterative <it>expectation-maximization</it> (EM) algorithm which performs joint channel estimation and sequence detection. This algorithm uses minimum mean square estimation to obtain channel estimates and the maximum-likelihood principle to detect the transmitted sequence, followed by differential decoding. With receiver complexity proportional to the observation window length, our receiver can achieve the performance of a coherent maximal ratio combining receiver (with differential decoding) in as few as a single EM receiver iteration, provided that the window size of the initial MSDD is sufficiently long. To further demonstrate that the MSDD is a vital part of this receiver setup, we show that an initial ST conventional differential detector would lead to strange convergence behavior in the EM algorithm.</p>
topic multiple-symbol differential detection
Alamouti modulation
differential space-time codes
EM algorithm
url http://jwcn.eurasipjournals.com/content/2005/135356
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