SHINE: Symbol-Based Heuristic Iterative NB-LDPC Coded MIMO BP Detection and Decoding
Wenyu Huang, Wenyue Zhou, Yutai Sun, Wuqiong Zhao, Zeqiong Tan, Yongming Huang, Xiaohu You, Chuan Zhang · IEEE Communications Letters · 2025
In this letter, we propose SHINE, a Symbol-based Heuristic Iterative NB-LDPC codEd MIMO BP detection and decoding scheme. More specifically, we develop an NB-LDPC coded iterative detection and decoding (IDD) receiver equiped with a fine-tailored LLR interface between the real-domain detection and the Galois-field decoding. To further reduce the complexity of the IDD receiver, we propose aJoint Symbol Pruning Optimization(JSPO) framework, leveraging metaheuristic learning to jointly optimize the symbol search space in both detection and decoding. Numerical results demonstrate that compared with its basic version, SHINE succeeds in achieving up to 37.32% and 58.31% complexity reduction for the detection and the decoding w/o performance degradation. Numerical results also demonstrate the performance merits of the proposed SHINE compared with other NB-LDPC coded IDD counterparts.