Boosted HyperNet neural Min-Sum decoder: LDPC error floor mitigation in Space-Air-Ground integrated networks

Key Points

• Lower error floor rates were achieved through the boosted neural decoder, enhancing overall system reliability.
• The proposed implementation shows a marked improvement in decoding performance, with a 30% reduction in error rates observed.
• Utilizing min-sum decoding techniques, the method enhances Low-Density Parity-Check (LDPC) codes, proving effective under various conditions.
• Findings support the potential for advanced decoding strategies in integrated communication systems.