Optimized code design for constrained DNA data storage with asymmetric errors
dc.contributor.author | Deng, Li | |
dc.contributor.author | Wang, Yixin | |
dc.contributor.author | Noor-A-Rahim, Md. | |
dc.contributor.author | Guan, Yong Liang | |
dc.contributor.author | Shi, Zhiping | |
dc.contributor.author | Gunawan, Erry | |
dc.contributor.author | Poh, Chueh Loo | |
dc.contributor.funder | National Natural Science Foundation of China | en |
dc.contributor.funder | Natural Science Foundation of Guangxi Province | en |
dc.contributor.funder | European Commission | en |
dc.date.accessioned | 2019-09-16T08:58:28Z | |
dc.date.available | 2019-09-16T08:58:28Z | |
dc.date.issued | 2019-06-26 | |
dc.description.abstract | 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). | en |
dc.description.sponsorship | Natural Science Foundation of China (Grant 61671128); Sichuan Key Research and Development Project (Grant 2019YFG0105); Guangxi Natural Science Foundation (Grant 2018GXNSFAA281161); Guangxi Education Department Youth Science Foundation (Grant 2019KY0796). | en |
dc.description.status | Peer reviewed | en |
dc.description.version | Published Version | en |
dc.format.mimetype | application/pdf | en |
dc.identifier.citation | Deng, L., Wang, Y., Noor-A-Rahim, M., Guan, Y. L., Shi, Z., Gunawan, E. and Poh, C. L. (2019) 'Optimized Code Design for Constrained DNA Data Storage With Asymmetric Errors', IEEE Access, 7, pp. 84107-84121. (14pp.) DOI: 10.1109/ACCESS.2019.2924827 | en |
dc.identifier.doi | 10.1109/ACCESS.2019.2924827 | en |
dc.identifier.eissn | 2169-3536 | |
dc.identifier.endpage | 84121 | en |
dc.identifier.journaltitle | IEEE Access | en |
dc.identifier.startpage | 84107 | en |
dc.identifier.uri | https://hdl.handle.net/10468/8531 | |
dc.identifier.volume | 7 | en |
dc.language.iso | en | en |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | en |
dc.relation.project | info:eu-repo/grantAgreement/EC/H2020::MSCA-COFUND-FP/713567/EU/Cutting Edge Training - Cutting Edge Technology/EDGE | en |
dc.relation.uri | https://ieeexplore.ieee.org/document/8746106/figures#figures | |
dc.rights | ©This work is licensed under a Creative Commons Attribution 3.0 License. For more information, see http://creativecommons.org/licenses/by/3.0/ | en |
dc.rights.uri | https://creativecommons.org/licenses/by/3.0/ | en |
dc.subject | Channel coding | en |
dc.subject | DNA | en |
dc.subject | Parity check codes | en |
dc.subject | Runlength codes | en |
dc.subject | DNA data storage system | en |
dc.subject | Asymmetric DNA sequencer channel models | en |
dc.subject | Hybrid coding scheme stores | en |
dc.subject | Error performance | en |
dc.subject | Modified extrinsic information transfer algorithm | en |
dc.subject | Protograph LDPC codes | en |
dc.subject | Correct asymmetric substitution errors | en |
dc.subject | Error occurrence | en |
dc.subject | Optimized protograph low-density parity-check codes | en |
dc.subject | Modified variable-length run-length | en |
dc.subject | Hybrid coding architecture | en |
dc.subject | Deoxyribonucleic acid-based data storage | en |
dc.subject | Asymmetric errors | en |
dc.subject | Constrained DNA data storage | en |
dc.subject | Memory | en |
dc.subject | Encoding | en |
dc.subject | Sequential analysis | en |
dc.subject | Decoding | en |
dc.subject | Data storage systems | en |
dc.subject | DNA data storage | en |
dc.subject | Asymmetric substitutions | en |
dc.subject | Constrained codes | en |
dc.subject | DNA sequencing | en |
dc.title | Optimized code design for constrained DNA data storage with asymmetric errors | en |
dc.type | Article (peer-reviewed) | en |