Node-Wise Scheduling Algorithm of ADMM Decoding Based on Line Segment Projection

In order to simplify the node-wise scheduling algorithm of the alternating direction method of multipliers (NS-ADMM) decoding, approximate line segment projection algorithm (LSA) is adopted to perform the projection in the node-wise scheduling algorithm. Experimental results show that using approxim...

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Vydáno v:IEEE communications letters Ročník 26; číslo 4; s. 738 - 742
Hlavní autoři: Xia, Qiaoqiao, He, Pinquan, Wang, Xin, Liu, Huiyang, Zhang, Qinglin
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York IEEE 01.04.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:1089-7798, 1558-2558
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Abstract In order to simplify the node-wise scheduling algorithm of the alternating direction method of multipliers (NS-ADMM) decoding, approximate line segment projection algorithm (LSA) is adopted to perform the projection in the node-wise scheduling algorithm. Experimental results show that using approximate line segment projection instead of precise projection in node-wise scheduling algorithm will yield a poor frame error rate (FER) performance. To solve this problem, dynamic scheduling strategy that selects the message-passing schedule according to the convergence status of the check node is proposed. Simulation results demonstrate that the modified node-wise scheduling algorithm based on line segment projection outperforms existing decoding algorithms in terms of FER performance and convergence speed, while it has good error correction performance with a lower computational complexity.
AbstractList In order to simplify the node-wise scheduling algorithm of the alternating direction method of multipliers (NS-ADMM) decoding, approximate line segment projection algorithm (LSA) is adopted to perform the projection in the node-wise scheduling algorithm. Experimental results show that using approximate line segment projection instead of precise projection in node-wise scheduling algorithm will yield a poor frame error rate (FER) performance. To solve this problem, dynamic scheduling strategy that selects the message-passing schedule according to the convergence status of the check node is proposed. Simulation results demonstrate that the modified node-wise scheduling algorithm based on line segment projection outperforms existing decoding algorithms in terms of FER performance and convergence speed, while it has good error correction performance with a lower computational complexity.
Author Xia, Qiaoqiao
Zhang, Qinglin
He, Pinquan
Liu, Huiyang
Wang, Xin
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SubjectTerms Algorithms
Alternating direction method of multipliers (ADMM)
Approximation algorithms
check polytope projection
Convergence
Decoding
Dynamic scheduling
Error correction
low-density parity-check (LDPC) codes
Message passing
message scheduling
Nodes
Projection
Projection algorithms
Schedules
Scheduling
Scheduling algorithms
Segments
Title Node-Wise Scheduling Algorithm of ADMM Decoding Based on Line Segment Projection
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