A Soft Iterative Receiver With Simplified EP Detection for Coded MIMO Systems

Expectation propagation (EP) achieves excellent performance with high-order modulation in massive multiple-input multiple-output (MIMO) detection. The soft output of the EP detector can be iteratively combined with turbo soft decoders to enhance error-correction performance. However, the implementation of EP-based iterative detection and decoding (IDD) receivers suffer from an exponential increase in computational complexity as the number of antennas and modulation order grows. In this brief, we propose a simplified EP approximation-based IDD (sEPA-IDD) scheme for hardware implementation. To alleviate the computational burden, a simplified message update scheme is proposed, reducing complexity by 68% without performance degradation. Additionally, a unified design for extrinsic message computation further improves hardware utilization. Finally, we introduce the first unfolded EP-based IDD architecture to boost throughput. Compared with state-of-the-art (SOA) IDD receivers, the sEPA-IDD receiver implemented on 65 nm CMOS delivers a throughput of 3.07 Gb/s with a maximum 0.5 dB gain, achieving 4.03× higher throughput and 6.04× greater area efficiency.

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Publication Details

Journal
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Published
2025-06-09
DOI
https://doi.org/10.1109/tvlsi.2025.3536019
Primary Topic
Advanced MIMO Systems Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

A Soft Iterative Receiver With Simplified EP Detection for Coded MIMO Systems

Houren Ji, Xiaosi Tan, Yongming Huang, Xiaohu You et al.
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Advanced MIMO Systems Optimization
article

A Soft Iterative Receiver With Simplified EP Detection for Coded MIMO Systems

Houren Ji, Xiaosi Tan, Yongming Huang, Xiaohu You, Chuan Zhang, Xie Xiaohua, Tiancan Xia
article en

Abstract

Expectation propagation (EP) achieves excellent performance with high-order modulation in massive multiple-input multiple-output (MIMO) detection. The soft output of the EP detector can be iteratively combined with turbo soft decoders to enhance error-correction performance. However, the implementation of EP-based iterative detection and decoding (IDD) receivers suffer from an exponential increase in computational complexity as the number of antennas and modulation order grows. In this brief, we propose a simplified EP approximation-based IDD (sEPA-IDD) scheme for hardware implementation. To alleviate the computational burden, a simplified message update scheme is proposed, reducing complexity by 68% without performance degradation. Additionally, a unified design for extrinsic message computation further improves hardware utilization. Finally, we introduce the first unfolded EP-based IDD architecture to boost throughput. Compared with state-of-the-art (SOA) IDD receivers, the sEPA-IDD receiver implemented on 65 nm CMOS delivers a throughput of 3.07 Gb/s with a maximum 0.5 dB gain, achieving 4.03× higher throughput and 6.04× greater area efficiency.

IEEE Transactions on Very Large Scale Integration (VLSI) SystemsVol. 33(7)
Southeast University (CN)
National Natural Science Foundation of China
Affordable and clean energy
Openalex Percentile: Top 89%
Advanced MIMO Systems Optimization
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