Optimized code design for constrained DNA data storage with asymmetric errors
With ultra-high density and preservation longevity, deoxyribonucleic acid (DNA)-based data storage is becoming an emerging storage technology. Limited by the current biochemical techniques, data might be corrupted during the processes of DNA data storage. A hybrid coding architecture consisting of m...
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sg-ntu-dr.10356-835132020-03-07T13:57:23Z Optimized code design for constrained DNA data storage with asymmetric errors Md. Noor-A-Rahim Guan, Yong Liang Shi, Zhiping Gunawan, Erry Poh, Chueh Loo Deng, Li Wang, Yixin School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering DNA Data Storage Protograph LDPC Codes With ultra-high density and preservation longevity, deoxyribonucleic acid (DNA)-based data storage is becoming an emerging storage technology. Limited by the current biochemical techniques, data might be corrupted during the processes of DNA data storage. A hybrid coding architecture consisting of modified variable-length run-length limited (VL-RLL) codes and optimized protograph low-density parity-check (LDPC) codes is proposed in order to suppress error occurrence and correct asymmetric substitution errors. Based on the analyses of the different asymmetric DNA sequencer channel models, a series of the protograph LDPC codes are optimized using a modified extrinsic information transfer algorithm (EXIT). The simulation results show the better error performance of the proposed protograph LDPC codes over the conventional good codes and the codes used in the existing DNA data storage system. In addition, the theoretical analysis shows that the proposed hybrid coding scheme stores ~1.98 bits per nucleotide (bits/nt) with only 1% gap from the upper boundary (2 bits/nt). Published version 2019-08-23T06:43:38Z 2019-12-06T15:24:37Z 2019-08-23T06:43:38Z 2019-12-06T15:24:37Z 2019 Journal Article Deng, L., Wang, Y., Md. Noor-A-Rahim, Guan, Y. L., Shi, Z., Gunawan, E., & Poh, C. L. (2019). Optimized code design for constrained DNA data storage with asymmetric errors. IEEE Access, 7, 84107-84121. doi:10.1109/ACCESS.2019.2924827 https://hdl.handle.net/10356/83513 http://hdl.handle.net/10220/49766 10.1109/ACCESS.2019.2924827 en IEEE Access © 2019 IEEE. This journal is 100% open access, which means that all content is freely available without charge to users or their institutions. All articles accepted after 12 June 2019 are published under a CC BY 4.0 license*, and the author retains copyright. Users are allowed to read, download, copy, distribute, print, search, or link to the full texts of the articles, or use them for any other lawful purpose, as long as proper attribution is given. 15 p. application/pdf |
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Engineering::Electrical and electronic engineering DNA Data Storage Protograph LDPC Codes Md. Noor-A-Rahim Guan, Yong Liang Shi, Zhiping Gunawan, Erry Poh, Chueh Loo Deng, Li Wang, Yixin Optimized code design for constrained DNA data storage with asymmetric errors |
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With ultra-high density and preservation longevity, deoxyribonucleic acid (DNA)-based data storage is becoming an emerging storage technology. Limited by the current biochemical techniques, data might be corrupted during the processes of DNA data storage. A hybrid coding architecture consisting of modified variable-length run-length limited (VL-RLL) codes and optimized protograph low-density parity-check (LDPC) codes is proposed in order to suppress error occurrence and correct asymmetric substitution errors. Based on the analyses of the different asymmetric DNA sequencer channel models, a series of the protograph LDPC codes are optimized using a modified extrinsic information transfer algorithm (EXIT). The simulation results show the better error performance of the proposed protograph LDPC codes over the conventional good codes and the codes used in the existing DNA data storage system. In addition, the theoretical analysis shows that the proposed hybrid coding scheme stores ~1.98 bits per nucleotide (bits/nt) with only 1% gap from the upper boundary (2 bits/nt). |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Md. Noor-A-Rahim Guan, Yong Liang Shi, Zhiping Gunawan, Erry Poh, Chueh Loo Deng, Li Wang, Yixin |
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Article |
author |
Md. Noor-A-Rahim Guan, Yong Liang Shi, Zhiping Gunawan, Erry Poh, Chueh Loo Deng, Li Wang, Yixin |
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Md. Noor-A-Rahim |
title |
Optimized code design for constrained DNA data storage with asymmetric errors |
title_short |
Optimized code design for constrained DNA data storage with asymmetric errors |
title_full |
Optimized code design for constrained DNA data storage with asymmetric errors |
title_fullStr |
Optimized code design for constrained DNA data storage with asymmetric errors |
title_full_unstemmed |
Optimized code design for constrained DNA data storage with asymmetric errors |
title_sort |
optimized code design for constrained dna data storage with asymmetric errors |
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2019 |
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https://hdl.handle.net/10356/83513 http://hdl.handle.net/10220/49766 |
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1681049454170341376 |