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Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy

By using the residual source redundancy to achieve the shaping gain, a joint source-channel coded modulation (JSCCM) system has been proposed as a new solution for probabilistic amplitude shaping (PAS). However, the source and channel codes in the JSCCM system should be designed specifically for a g...

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Detalles Bibliográficos
Autores principales: Chen, Chen, Chen, Qiwang, Liu, Sanya, Zhou, Lin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10137713/
https://www.ncbi.nlm.nih.gov/pubmed/37190374
http://dx.doi.org/10.3390/e25040586
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author Chen, Chen
Chen, Qiwang
Liu, Sanya
Zhou, Lin
author_facet Chen, Chen
Chen, Qiwang
Liu, Sanya
Zhou, Lin
author_sort Chen, Chen
collection PubMed
description By using the residual source redundancy to achieve the shaping gain, a joint source-channel coded modulation (JSCCM) system has been proposed as a new solution for probabilistic amplitude shaping (PAS). However, the source and channel codes in the JSCCM system should be designed specifically for a given source probability to ensure optimal PAS performance, which is undesirable for systems with dynamically changing source probabilities. In this paper, we propose a new shaping scheme by optimizing the bit-labeling of the JSCCM system. Instead of the conventional fixed labeling, the proposed bit-labelings are adaptively designed according to the source probability and the source code. Since it is simple to switch between different labelings according to the source probability and the source code, the proposed design can be considered as a promising low complexity alternative to obtain the shaping gain for sources with different probabilities. Numerical results show that the proposed bit-labelings can significantly improve the bit-error rate (BER) performance of the JSCCM system.
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spelling pubmed-101377132023-04-28 Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy Chen, Chen Chen, Qiwang Liu, Sanya Zhou, Lin Entropy (Basel) Article By using the residual source redundancy to achieve the shaping gain, a joint source-channel coded modulation (JSCCM) system has been proposed as a new solution for probabilistic amplitude shaping (PAS). However, the source and channel codes in the JSCCM system should be designed specifically for a given source probability to ensure optimal PAS performance, which is undesirable for systems with dynamically changing source probabilities. In this paper, we propose a new shaping scheme by optimizing the bit-labeling of the JSCCM system. Instead of the conventional fixed labeling, the proposed bit-labelings are adaptively designed according to the source probability and the source code. Since it is simple to switch between different labelings according to the source probability and the source code, the proposed design can be considered as a promising low complexity alternative to obtain the shaping gain for sources with different probabilities. Numerical results show that the proposed bit-labelings can significantly improve the bit-error rate (BER) performance of the JSCCM system. MDPI 2023-03-29 /pmc/articles/PMC10137713/ /pubmed/37190374 http://dx.doi.org/10.3390/e25040586 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chen, Chen
Chen, Qiwang
Liu, Sanya
Zhou, Lin
Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy
title Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy
title_full Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy
title_fullStr Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy
title_full_unstemmed Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy
title_short Adaptive Bit-Labeling Design for Probabilistic Shaping Based on Residual Source Redundancy
title_sort adaptive bit-labeling design for probabilistic shaping based on residual source redundancy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10137713/
https://www.ncbi.nlm.nih.gov/pubmed/37190374
http://dx.doi.org/10.3390/e25040586
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