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Design of DNA Storage Coding Scheme with LDPC Codes and Interleaving

Authors
Kim, Jae-WonJeong, JaehoKwak, Hee-YoulNo, Jong-Seon
Issue Date
Jul-2024
Publisher
Institute of Electrical and Electronics Engineers Inc.
Keywords
Codes; Decoding; DNA; DNA storage; Encoding; Error correction codes; inter-oligo coding; interleaving; low-density parity-check (LDPC) code; non-uniformity; Parity check codes; Sequential analysis
Citation
IEEE Transactions on Nanobioscience, v.23, no.3, pp 1 - 1
Pages
1
Indexed
SCIE
SCOPUS
Journal Title
IEEE Transactions on Nanobioscience
Volume
23
Number
3
Start Page
1
End Page
1
URI
https://scholarworks.gnu.ac.kr/handle/sw.gnu/70246
DOI
10.1109/TNB.2024.3379976
ISSN
1536-1241
1558-2639
Abstract
In this paper, we propose a new coding scheme for DNA storage using low-density parity-check (LDPC) codes and interleaving techniques. While conventional coding schemes generally employ error correcting codes in both inter and intra-oligo directions, we show that inter-oligo LDPC codes, optimized by differential evolution, are sufficient in ensuring the reliability of DNA storage due to the powerful <italic>soft decoding of LDPC codes</italic>. In addition, we apply <italic>interleaving techniques</italic> for handling non-uniform error characteristics of DNA storage to enhance the decoding performance. Consequently, the proposed coding scheme reduces the required number of oligo reads for perfect recovery by 26.25% ~ 38.5% compared to existing state-of-the-art coding schemes. Moreover, we develop an analytical DNA channel model in terms of non-uniform binary symmetric channels. This mathematical model allows us to demonstrate the superiority of the proposed coding scheme while isolating the experimental variation, as well as confirm the independent effects of LDPC codes and interleaving techniques. IEEE
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Kim, Jae Won
IT공과대학 (전자공학부)
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