Geometric Constellation Shaping for Concatenated Two-Level Multi-Level Codes
نویسندگان
چکیده
This paper studies a learning approach to geometric shaping (GS) for concatenated two-level multi-level codes (MLC). Unlike standard bit-interleaved coded modulation (BICM), the proposed MLC protects only least reliable bits (LRBs) by an inner code, and thereby efficiently reduces complexity associated with soft-decision (SD) decoding compared BICM without performance degradation. We propose new loss function training constellation shape in MLC, leading maximization of achievable rate. More specifically, considering different coding structures most (MRBs) LRBs, combines two functions: union bound on bit error rate (BER) MRBs generalized mutual information (GMI) LRBs. demonstrate simulations wavelength division multiplexing (WDM) optical fiber systems that offers gain over conventional cross entropy-based function. Furthermore, it is demonstrated GS outperforms terms transmission distance, even significantly lower SD complexity.
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ژورنال
عنوان ژورنال: Journal of Lightwave Technology
سال: 2022
ISSN: ['0733-8724', '1558-2213']
DOI: https://doi.org/10.1109/jlt.2022.3179529