实用的基于软demapper的稀疏码多址解码器

Syed Aamer Hussain, N. Ahmad, Khoirul Anwar
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引用次数: 0

摘要

现有用于多用户检测的SCMA系统具有较高的计算复杂度。考虑到它在涉及有限容量设备的机器对机器(M2M)通信中的实现,复杂性是一个主要问题。由于这些设备具有较低的处理能力,因此SCMA的实际实现需要优化以获得更好的性能。本文提出了一种采用软解映射技术的SCMA解码器,以降低计算复杂度,提供更好的性能。为了提高M2M通信SCMA系统的稳定性,本文提出采用噪声方差阈值ψ来处理系统的稳定性。结果表明,与采用消息传递算法(MPA)解码的传统SCMA方案相比,基于软demapper的SCMA方案的执行时间减少了33%,迭代次数减少了63%。在阻塞瑞利衰落信道下,在10−3的误码率下,所提出的SCMA提高了2.5 dB,在快速瑞利衰落信道下,在10−5 dB的误码率下,提高了约1.1 dB。改进来自于使用方差阈值ψ支持的软demapper的迭代解码的快速收敛,该demapper避免了决策区域边界的对偶判决。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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 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 ψ, 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 ψ that avoids the duality decision at the border of the decision area.
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