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A likelihood ratio analysis of digital phase modulation

Bibliography: p. 180-188.

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Main Author: Schoonees, Johann August
Format: Thesis
Language:English
Published: Department of Electrical Engineering 2016
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author Schoonees, Johann August
author_browse Schoonees, Johann August
author_facet Schoonees, Johann August
author_sort Schoonees, Johann August
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description Bibliography: p. 180-188.
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institution University of Cape Town (South Africa)
language eng
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provenance_str_mv Harvested via OAI-PMH from UCTD — University of Cape Town Open Access Repository
publishDate 2016
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spelling oai:open.uct.ac.za:11427/19508 A likelihood ratio analysis of digital phase modulation Schoonees, Johann August Electrical Engineering Bibliography: p. 180-188. Although the likelihood ratio forms the theoretical basis for maximum likelihood (ML) detection in coherent digital communication systems, it has not been applied directly to the problem of designing good trellis-coded modulation (TOM) schemes. The remarkably simple optimal receiver of minimum shift keying (MSK) has been shown to result from the mathematical simplification of its likelihood ratio into a single term. The log-likelihood ratio then becomes a linear sum of metrics which can be implemented as a so-called simplified receiver, comprising only a few adders and delay elements. This thesis project investigated the possible existence of coded modulation schemes with similarly simplifying likelihood ratios, which would have almost trivially simple receivers compared to the Viterbi decoders which are typically required for maximum likelihood sequence estimation (MLSE). A useful notation, called the likelihood transform, was presented to aid the analysis of likelihood ratios. The work concentrated initially on computer-aided searches, first for trellis codes which may give rise to simplifying likelihood ratios for continuous phase modulation (CPM), and then for mathematical identities which may aid in the simplification of generic likelihood ratios for equal-energy modulation. The first search yielded no simplified receivers, and all the identities produced by the second search had structures similar to the likelihood ratio of MSK. These observations prompted a formal proof of the non-existence of simplified receivers which use information from more than two symbols in their observation period. This result strictly bounds the error performance that is possible with a simplified receiver. It was also proved that simplified receivers are only optimal for modulation schemes which use no more than two pairs of antipodal signals, and that only binary modulation schemes can have simplified receivers which use information from all the symbols in their observation period. 2016-05-09T08:55:59Z 2016-05-09T08:55:59Z 1998 Doctoral Thesis Doctoral PhD http://hdl.handle.net/11427/19508 eng application/pdf Department of Electrical Engineering Faculty of Engineering and the Built Environment University of Cape Town
spellingShingle Electrical Engineering
Schoonees, Johann August
A likelihood ratio analysis of digital phase modulation
thesis_degree_str Doctoral
title A likelihood ratio analysis of digital phase modulation
title_full A likelihood ratio analysis of digital phase modulation
title_fullStr A likelihood ratio analysis of digital phase modulation
title_full_unstemmed A likelihood ratio analysis of digital phase modulation
title_short A likelihood ratio analysis of digital phase modulation
title_sort likelihood ratio analysis of digital phase modulation
topic Electrical Engineering
url http://hdl.handle.net/11427/19508
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