ON THE ITERATIVE DECODING OF SPARSE QUANTUM CODES

被引:2
|
作者
Poulin, David [1 ]
Chung, Yeojin [2 ]
机构
[1] CALTECH, Ctr Phys Informat, Pasadena, CA 91125 USA
[2] So Methodist Univ, Dept Math, Dallas, TX 75205 USA
基金
加拿大自然科学与工程研究理事会; 美国国家科学基金会;
关键词
Quantum error correction; sparse codes; low density parity check codes; iterative decoding; belief propagation;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We address the problem of decoding sparse quantum error correction codes. For Pauli channels, this task can be accomplished by a version of the belief propagation algorithm used for decoding sparse classical codes. Quantum codes pose two new challenges however. Firstly, their Tanner graph unavoidably Contain Small loops Which typically undermines the performance of belief propagation. Secondly, sparse quantum codes are by definition highly degenerate. The standard belief propagation algorithm does riot exploit this feature, but rather it is impaired by it. We propose heuristic methods to improve belief Propagation decoding, specifically targeted at these two problems. While our results exhibit a clear improvement due to the proposed heuristic methods, they also indicate that the main source of errors in the quantum coding scheme remains in the decoding.
引用
收藏
页码:987 / 1000
页数:14
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