Practical soft demapper-based decoder for sparse code multiple access

Existing SCMA systems presented for multiuser detection has high computational complexity. The complexity is a prime concern considering its implementation in a machine-to-machine (M2M) communication involving limited capacity devices. Since these devices have low processing power, so practical impl...

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Main Authors: Hussain, Syed Aamer, Ahmad, Norulhusna, Anwar, Khoirul
Format: Conference or Workshop Item
Published: 2022
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Online Access:http://eprints.utm.my/id/eprint/100466/
http://dx.doi.org/10.1109/APCC55198.2022.9943721
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spelling my.utm.1004662023-04-14T01:59:26Z http://eprints.utm.my/id/eprint/100466/ Practical soft demapper-based decoder for sparse code multiple access Hussain, Syed Aamer Ahmad, Norulhusna Anwar, Khoirul T Technology (General) Existing SCMA systems presented for multiuser detection has high computational complexity. The complexity is a prime concern considering its implementation in a machine-to-machine (M2M) communication involving limited capacity devices. Since these devices have low processing power, so practical implementation of SCMA needs to be optimised for better performance. This paper proposes an SCMA decoder with a soft demapping technique to reduce the computational complexity, providing better performance. To improve the stability of SCMA system for M2M communication, this paper proposes the use of noise variance threshold ?, to handle the system's stability. Results confirmed that the proposed soft demapper-based SCMA reduced the execution time to 33% and the iteration number to 63% compared to the conventional SCMA scheme deploying message passing algorithm (MPA)-based decoding. The proposed SCMA provides an improvement of 2.5 dB at a BER of 10-3 under the block Rayleigh fading channels and an improvement of approximately 1.1 dB at a BER of 10-5 dB under the fast Rayleigh fading channels. The improvements come from the fast convergence of iterative decoding using a soft demapper supported by a variance threshold ? that avoids the duality decision at the border of the decision area. 2022 Conference or Workshop Item PeerReviewed Hussain, Syed Aamer and Ahmad, Norulhusna and Anwar, Khoirul (2022) Practical soft demapper-based decoder for sparse code multiple access. In: 27th Asia-Pacific Conference on Communications, APCC 2022, 19 - 21 October 2022, Jeju Island, South Korea. http://dx.doi.org/10.1109/APCC55198.2022.9943721
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic T Technology (General)
spellingShingle T Technology (General)
Hussain, Syed Aamer
Ahmad, Norulhusna
Anwar, Khoirul
Practical soft demapper-based decoder for sparse code multiple access
description Existing SCMA systems presented for multiuser detection has high computational complexity. The complexity is a prime concern considering its implementation in a machine-to-machine (M2M) communication involving limited capacity devices. Since these devices have low processing power, so practical implementation of SCMA needs to be optimised for better performance. This paper proposes an SCMA decoder with a soft demapping technique to reduce the computational complexity, providing better performance. To improve the stability of SCMA system for M2M communication, this paper proposes the use of noise variance threshold ?, to handle the system's stability. Results confirmed that the proposed soft demapper-based SCMA reduced the execution time to 33% and the iteration number to 63% compared to the conventional SCMA scheme deploying message passing algorithm (MPA)-based decoding. The proposed SCMA provides an improvement of 2.5 dB at a BER of 10-3 under the block Rayleigh fading channels and an improvement of approximately 1.1 dB at a BER of 10-5 dB under the fast Rayleigh fading channels. The improvements come from the fast convergence of iterative decoding using a soft demapper supported by a variance threshold ? that avoids the duality decision at the border of the decision area.
format Conference or Workshop Item
author Hussain, Syed Aamer
Ahmad, Norulhusna
Anwar, Khoirul
author_facet Hussain, Syed Aamer
Ahmad, Norulhusna
Anwar, Khoirul
author_sort Hussain, Syed Aamer
title Practical soft demapper-based decoder for sparse code multiple access
title_short Practical soft demapper-based decoder for sparse code multiple access
title_full Practical soft demapper-based decoder for sparse code multiple access
title_fullStr Practical soft demapper-based decoder for sparse code multiple access
title_full_unstemmed Practical soft demapper-based decoder for sparse code multiple access
title_sort practical soft demapper-based decoder for sparse code multiple access
publishDate 2022
url http://eprints.utm.my/id/eprint/100466/
http://dx.doi.org/10.1109/APCC55198.2022.9943721
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score 13.211869