{"id":"https://openalex.org/W4388543838","doi":"https://doi.org/10.1109/tmbmc.2023.3331579","title":"Deep Joint Source-Channel Coding for DNA Image Storage: A Novel Approach With Enhanced Error Resilience and Biological Constraint Optimization","display_name":"Deep Joint Source-Channel Coding for DNA Image Storage: A Novel Approach With Enhanced Error Resilience and Biological Constraint Optimization","publication_year":2023,"publication_date":"2023-11-09","ids":{"openalex":"https://openalex.org/W4388543838","doi":"https://doi.org/10.1109/tmbmc.2023.3331579"},"language":"en","primary_location":{"id":"doi:10.1109/tmbmc.2023.3331579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmbmc.2023.3331579","pdf_url":null,"source":{"id":"https://openalex.org/S2490853239","display_name":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","issn_l":"2332-7804","issn":["2332-7804","2372-2061"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Molecular, Biological and Multi-Scale Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101941679","display_name":"Wenfeng Wu","orcid":"https://orcid.org/0000-0002-6575-5813"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenfeng Wu","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025690716","display_name":"Luping Xiang","orcid":"https://orcid.org/0000-0003-1465-6708"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luping Xiang","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409520","display_name":"Qiang Liu","orcid":"https://orcid.org/0000-0003-1123-6193"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Liu","raw_affiliation_strings":["Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou, Zhejiang, China","institution_ids":["https://openalex.org/I4210123686","https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100435639","display_name":"Kun Yang","orcid":"https://orcid.org/0000-0002-6782-6689"},"institutions":[{"id":"https://openalex.org/I110002522","display_name":"University of Essex","ror":"https://ror.org/02nkf1q06","country_code":"GB","type":"education","lineage":["https://openalex.org/I110002522"]},{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Kun Yang","raw_affiliation_strings":["School of Computer Science and Electronic Engineering, University of Essex, Colchester, U.K","School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Electronic Engineering, University of Essex, Colchester, U.K","institution_ids":["https://openalex.org/I110002522"]},{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101941679"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":1.9749,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86657221,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"9","issue":"4","first_page":"461","last_page":"471"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12029","display_name":"DNA and Biological Computing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12029","display_name":"DNA and Biological Computing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13182","display_name":"Quantum-Dot Cellular Automata","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6962568759918213},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5880955457687378},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.5339333415031433},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.49277356266975403},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.426790714263916},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.4229915142059326},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41782116889953613},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3191966414451599},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11858317255973816}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6962568759918213},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5880955457687378},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5339333415031433},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.49277356266975403},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.426790714263916},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.4229915142059326},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41782116889953613},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3191966414451599},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11858317255973816},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmbmc.2023.3331579","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmbmc.2023.3331579","pdf_url":null,"source":{"id":"https://openalex.org/S2490853239","display_name":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","issn_l":"2332-7804","issn":["2332-7804","2372-2061"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Molecular, Biological and Multi-Scale Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2618005516","display_name":null,"funder_award_id":"ZYGX2019J001","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5302516744","display_name":null,"funder_award_id":"62071101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6189603853","display_name":null,"funder_award_id":"62301122","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8410053603","display_name":null,"funder_award_id":"2023NSFSC1375","funder_id":"https://openalex.org/F4320333335","funder_display_name":"Sichuan Province Science and Technology Support Program"},{"id":"https://openalex.org/G8951484681","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333335","display_name":"Sichuan Province Science and Technology Support Program","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1971584645","https://openalex.org/W2014680464","https://openalex.org/W2025383314","https://openalex.org/W2043091782","https://openalex.org/W2114487425","https://openalex.org/W2142683286","https://openalex.org/W2162980030","https://openalex.org/W2164330524","https://openalex.org/W2302781903","https://openalex.org/W2333320475","https://openalex.org/W2466611277","https://openalex.org/W2471091339","https://openalex.org/W2488994925","https://openalex.org/W2552465432","https://openalex.org/W2592122940","https://openalex.org/W2735589681","https://openalex.org/W2740336064","https://openalex.org/W2788257106","https://openalex.org/W2944582089","https://openalex.org/W2946889564","https://openalex.org/W2962676454","https://openalex.org/W2962809499","https://openalex.org/W2972936807","https://openalex.org/W2974792180","https://openalex.org/W2992522882","https://openalex.org/W3001660245","https://openalex.org/W3010398094","https://openalex.org/W3042993760","https://openalex.org/W3130820694","https://openalex.org/W3166810901","https://openalex.org/W3177376120","https://openalex.org/W4206199760","https://openalex.org/W4287017971","https://openalex.org/W6801098413"],"related_works":["https://openalex.org/W2368824897","https://openalex.org/W4226493464","https://openalex.org/W3133861977","https://openalex.org/W1508050556","https://openalex.org/W1910862367","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W2379365082","https://openalex.org/W2370747590","https://openalex.org/W2030109976"],"abstract_inverted_index":{"In":[0],"the":[1,80,92,104,137],"current":[2],"era,":[3],"DeoxyriboNucleic":[4],"Acid":[5],"(DNA)":[6],"based":[7],"data":[8,85],"storage":[9,46],"emerges":[10],"as":[11,37],"an":[12],"intriguing":[13],"approach,":[14],"garnering":[15],"substantial":[16],"academic":[17],"interest":[18],"and":[19,66,88,131,147],"investigation.":[20],"This":[21,39],"paper":[22],"introduces":[23],"a":[24],"novel":[25],"deep":[26,56,121],"joint":[27],"source-channel":[28],"coding":[29],"(DJSCC)":[30],"scheme":[31],"for":[32,63,99],"DNA":[33,45,64,73],"image":[34],"storage,":[35],"designated":[36],"DJSCC-DNA.":[38],"paradigm":[40],"distinguishes":[41],"itself":[42],"from":[43,112],"conventional":[44,120],"techniques":[47],"through":[48],"three":[49],"key":[50],"modifications:":[51],"1)":[52],"it":[53,70,90,118],"employs":[54],"advanced":[55],"learning":[57,122],"methodologies,":[58],"employing":[59],"convolutional":[60],"neural":[61],"networks":[62],"encoding":[65],"decoding":[67],"processes;":[68],"2)":[69],"seamlessly":[71],"integrates":[72],"polymerase":[74],"chain":[75],"reaction":[76],"(PCR)":[77],"amplification":[78],"into":[79],"network":[81],"architecture,":[82],"thereby":[83],"augmenting":[84],"recovery":[86],"precision;":[87],"3)":[89],"restructures":[91],"loss":[93],"function":[94],"by":[95],"targeting":[96],"biological":[97],"constraints":[98,142],"optimization.":[100],"The":[101],"performance":[102],"of":[103,126],"proposed":[105],"model":[106,138],"is":[107],"demonstrated":[108],"via":[109],"numerical":[110],"results":[111],"specific":[113],"channel":[114],"testing,":[115],"suggesting":[116],"that":[117],"surpasses":[119],"methodologies":[123],"in":[124],"terms":[125],"peak":[127],"signal-to-noise":[128],"ratio":[129],"(PSNR)":[130],"structural":[132],"similarity":[133],"index":[134],"(SSIM).":[135],"Additionally,":[136],"effectively":[139],"ensures":[140],"positive":[141],"on":[143],"both":[144],"homopolymer":[145],"run-length":[146],"GC":[148],"content.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}