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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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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