Improve performance of current decoders for optical and RF links, without changing the CCSDS coding standards, by applying recent advances in machine learning to optimize channel decoder weights.

The decoder improvements, optical code puncturing patterns, and new low-rate LDPC codes will result in an increase in data volume from deep space missions while reducing frame error rates (increase the reliability of transmission).