The soft-aided bit-marking (SABM) algorithm is based on the idea of marking bits as highly reliable bits (HRBs), highly unreliable bits (HUBs), and uncertain bits to improve the performance of hard-decision (HD) decoders. The HRBs and HUBs are used to assist the HD decoders to prevent miscorrections and to decode those originally uncorrectable cases via bit flipping (BF), respectively. In this paper, an improved SABM algorithm (called iSABM) is proposed for staircase codes (SCCs). Similar to the SABM, iSABM marks bits with the help of channel reliabilities, i.e., using the absolute values of the log-likelihood ratios. The improvements offered by iSABM include: (i) HUBs being classified using a reliability threshold, (ii) BF randomly selecting HUBs, and (iii) soft-aided decoding over multiple SCC blocks. The decoding complexity of iSABM is comparable of that of SABM. This is due to the fact that on the one hand no sorting is required (lower complexity) because of the use of a threshold for HUBs, while on the other hand multiple SCC blocks use soft information (higher complexity). Additional gains of up to 0.53 dB with respect to SABM and 0.91 dB with respect to standard SCC decoding at a bit error rate of $10^{-6}$ are reported. Furthermore, it is shown that using 1-bit reliability marking, i.e., only having HRBs and HUBs, only causes a gain penalty of up to 0.25 dB with a significantly reduced memory requirement.
翻译:软辅助比分标记( SABM) 算法基于以下想法: 将比特标记为高度可靠的比特( HRB) 、高度不可靠的比特( HUB) 和不确定比特, 以提高硬决定( HD) 解码器的性能。 HRB 和 HUB 用于协助 HD 解码器, 防止错误校正, 并分别通过比特翻转( BFF) 解码那些原本无法校正的案件。 本文中, 提议为楼梯代码( SCC) 改进SAB 算法( 称为 ISB) 。 类似于 SABM, iSABB 标记比特, 帮助频道再恢复性( 即使用对正对比值的绝对值) 。 iSABMR 显示比值比值比值比值, 而 IMB 的解码比值只比值比值比值只有1 。 这与 IMB 的数值比值比值比值比值比值比值不同, 是因为SB 。