短串联复制和替换错误的纠错码

Yuanyuan Tang, Farzad Farnoud
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引用次数: 3

摘要

由于其高数据密度和寿命,DNA被认为是满足不断增长的数据存储需求的有前途的存储介质。然而,DNA序列中错误的多样性使得有效的错误纠正成为一项具有挑战性的任务。本文旨在解决同时纠正两类错误,即短串联复制和替代错误。我们的重点是长度最多为3的串联重复序列,并设计了用于纠正任意数量的重复错误和一个替代错误的代码。因为被替换的符号可以被重复多次(可能作为更长的子字符串的一部分),所以一次替换可能会影响检索到的单词的无界子字符串。然而,我们表明,通过适当的预处理,影响可能仅限于有限长度的子串,从而使有效的纠错成为可能。我们构造了一个用于纠正上述错误的代码,并给出了其率的下界。特别是,与只校正重复错误的最优编码相比,数值结果表明,当字母表大小为4时,防止额外替换的渐近代价仅为0.003 bits/symbol,这是DNA中数据存储的重要情况。
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Error-correcting Codes for Short Tandem Duplication and Substitution Errors
Due to its high data density and longevity, DNA is considered a promising storage medium for satisfying ever-increasing data storage needs. However, the diversity of errors that occur in DNA sequences makes efficient error-correction a challenging task. This paper aims to address simultaneously correcting two types of errors, namely, short tandem duplication and substitution errors. We focus on tandem repeats of length at most 3 and design codes for correcting an arbitrary number of duplication errors and one substitution error. Because a substituted symbol can be duplicated many times (possibly as part of longer substrings), a single substitution can affect an unbounded substring of the retrieved word. However, we show that with appropriate preprocessing, the effect may be limited to a substring of finite length, thus making efficient error-correction possible. We construct a code for correcting the aforementioned errors and provide lower bounds for its rate. In particular, compared to optimal codes correcting only duplication errors, numerical results show that the asymptotic cost of protecting against an additional substitution is only 0.003 bits/symbol when the alphabet has size 4, an important case corresponding to data storage in DNA.
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