Truncated poisson distribution for encoding of systematic rateless codes in massive distributed storage systems

Toritseju Okpotse, S. Yousefi
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Abstract

We focus on the design of an encoded symbol degree distribution for Systematic Rateless Codes to be used for achieving fault tolerance in distributed storage systems. Major performance metrics for distributed storage codes are low repair locality, low encoding/decoding complexity and systematic encoding. In this work, we first evaluate the role of different encoded symbol degrees in ensuring low decoding overhead and low edge complexity. Then we propose the Truncated Poisson Distribution (TPD) to satisfy most of the identified distribution characteristics. To improve the overall symbol connectivity and hence achieve better decoding performance, we suggest a degree supplement to the TPD. The simulation results show that the proposed degree distribution achieves improved decoding performance when compared to using the well-known Robust Soliton Distribution (RSD) for generating encoded symbols in a systematic encoding scenario.
大规模分布式存储系统中系统无速率码的截断泊松分布编码
重点研究了分布式存储系统中用于容错的系统无速率码编码符号度分布的设计。分布式存储代码的主要性能指标是低修复局部性、低编码/解码复杂性和系统编码。在这项工作中,我们首先评估了不同编码符号度在确保低解码开销和低边缘复杂度方面的作用。然后,我们提出了截断泊松分布(TPD)来满足大多数已识别的分布特征。为了提高整体符号连通性,从而获得更好的解码性能,我们建议对TPD进行一定程度的补充。仿真结果表明,在系统编码场景中,与使用鲁棒孤子分布(Robust Soliton distribution, RSD)生成编码符号相比,所提出的度分布具有更好的解码性能。
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