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Two-Phase Globally Coupled Low-Density Parity Check Decoding Aided with Early Termination and Forced Convergence.
1School of Electronic Engineering and Intelligent Manufacturing, Anqing Normal University, Anqing 246003, China.
Globally Coupled (GC) LDPC codes achieve faster decoding using Early Termination (ET) and Forced Convergence (FC). These techniques significantly reduce complexity and improve performance, especially at lower signal-to-noise ratios.
Area of Science:
- Information Theory
- Coding Theory
- Digital Communications
Background:
- Globally Coupled (GC) Low-Density Parity-Check (LDPC) codes are crucial for efficient data transmission.
- Traditional decoding algorithms can be computationally intensive, limiting efficiency.
- Enhancing decoding speed without compromising error correction is a key challenge.
Purpose of the Study:
- To improve the decoding efficiency of GC LDPC codes.
- To introduce Early Termination (ET) and Forced Convergence (FC) into a two-phase decoding algorithm.
- To analyze the performance and complexity trade-offs of the proposed methods.
Main Methods:
- Implemented a two-phase decoding algorithm integrating ET and FC techniques.
- Developed two variants of ET for local decoding: ET-1 (predictive termination) and ET-2 (iteration redistribution).
- Evaluated the combined ET-FC approach for GC LDPC codes.
Main Results:
- ET-1 significantly reduces decoding time complexity (up to 42%) with no performance loss.
- ET-2 maintains decoding time complexity while improving Bit Error Rate (BER) and Frame Error Rate (FER).
- The ET-2-FC combination offers a 25% complexity saving with improved BER (0.18 dB) and FER (0.23 dB).
Conclusions:
- Early Termination (ET) and Forced Convergence (FC) are effective for accelerating GC LDPC code decoding.
- ET-1 provides substantial complexity gains, while ET-2 offers performance improvements.
- The proposed ET-FC strategies enhance the practical applicability of GC LDPC codes in communication systems.
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