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.
Authors
- Houren Ji (ORCID: https://orcid.org/0009-0005-0409-7844)
- Xiaosi Tan (ORCID: https://orcid.org/0000-0003-2965-2662)
- Yongming Huang (ORCID: https://orcid.org/0009-0009-2545-2875)
- Xiaohu You (ORCID: https://orcid.org/0000-0002-0809-8511)
- Chuan Zhang (ORCID: https://orcid.org/0000-0002-7736-6487)
- Xie Xiaohua
- Tiancan Xia
Institutions
- Southeast University (CN)
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
Funders
- National Natural Science Foundation of China