Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1785032533112520704 |
---|---|
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. |
format | Online Article Text |
id | pubmed-10137713 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT chenchen adaptivebitlabelingdesignforprobabilisticshapingbasedonresidualsourceredundancy AT chenqiwang adaptivebitlabelingdesignforprobabilisticshapingbasedonresidualsourceredundancy AT liusanya adaptivebitlabelingdesignforprobabilisticshapingbasedonresidualsourceredundancy AT zhoulin adaptivebitlabelingdesignforprobabilisticshapingbasedonresidualsourceredundancy |