{"id":"https://openalex.org/W4399527101","doi":"https://doi.org/10.1109/tmbmc.2024.3412669","title":"Resource Allocation Optimization in Mobile Multiuser Molecular Communication by Deep Neural Network","display_name":"Resource Allocation Optimization in Mobile Multiuser Molecular Communication by Deep Neural Network","publication_year":2024,"publication_date":"2024-06-11","ids":{"openalex":"https://openalex.org/W4399527101","doi":"https://doi.org/10.1109/tmbmc.2024.3412669"},"language":"en","primary_location":{"id":"doi:10.1109/tmbmc.2024.3412669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmbmc.2024.3412669","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/A5045289394","display_name":"Zhen Cheng","orcid":"https://orcid.org/0000-0002-9207-7755"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Cheng","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9207-7755","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119809476","display_name":"Jun Yan","orcid":"https://orcid.org/0000-0001-6923-7936"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Yan","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724998","display_name":"Jie Sun","orcid":"https://orcid.org/0000-0003-2388-3486"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Sun","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028398687","display_name":"Shubin Zhang","orcid":"https://orcid.org/0000-0003-1183-9461"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shubin Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1183-9461","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008324681","display_name":"Kaikai Chi","orcid":"https://orcid.org/0000-0003-4751-2049"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaikai Chi","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4751-2049","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":0.2492,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.42697577,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"10","issue":"3","first_page":"409","last_page":"421"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13052","display_name":"Molecular Communication and Nanonetworks","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13052","display_name":"Molecular Communication and Nanonetworks","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13182","display_name":"Quantum-Dot Cellular Automata","score":0.9649999737739563,"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"}},{"id":"https://openalex.org/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9053999781608582,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6586047410964966},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.563186526298523},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.560896098613739},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4165210425853729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36408352851867676},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35922980308532715}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6586047410964966},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.563186526298523},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.560896098613739},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4165210425853729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36408352851867676},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35922980308532715}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmbmc.2024.3412669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmbmc.2024.3412669","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/G2723778301","display_name":null,"funder_award_id":"62271446","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1976815031","https://openalex.org/W1990771923","https://openalex.org/W2004388769","https://openalex.org/W2018036523","https://openalex.org/W2025080445","https://openalex.org/W2026571103","https://openalex.org/W2074934005","https://openalex.org/W2165402747","https://openalex.org/W2168002711","https://openalex.org/W2245394571","https://openalex.org/W2260681306","https://openalex.org/W2556534303","https://openalex.org/W2605650029","https://openalex.org/W2609251124","https://openalex.org/W2614985500","https://openalex.org/W2743251986","https://openalex.org/W2759224817","https://openalex.org/W2786361328","https://openalex.org/W2802692832","https://openalex.org/W2891680429","https://openalex.org/W2935009391","https://openalex.org/W2963060851","https://openalex.org/W2964250964","https://openalex.org/W2967668782","https://openalex.org/W2985259405","https://openalex.org/W2990346675","https://openalex.org/W3001190400","https://openalex.org/W3011829345","https://openalex.org/W3018860287","https://openalex.org/W3028515699","https://openalex.org/W3090423311","https://openalex.org/W3107690879","https://openalex.org/W3125433223","https://openalex.org/W3127575390","https://openalex.org/W3157421681","https://openalex.org/W3160862709","https://openalex.org/W3172743000","https://openalex.org/W4361029833","https://openalex.org/W4385061645"],"related_works":["https://openalex.org/W2111375262","https://openalex.org/W1991205173","https://openalex.org/W2391251536","https://openalex.org/W2109048960","https://openalex.org/W2741481635","https://openalex.org/W2362198218","https://openalex.org/W2137328885","https://openalex.org/W1982750869","https://openalex.org/W2338537463","https://openalex.org/W2183644707"],"abstract_inverted_index":{"Mobile":[0],"molecular":[1],"communication":[2],"(MMC)":[3],"is":[4,27,59,82,167],"expected":[5],"to":[6,113,118,137,153,173,223],"be":[7,182],"a":[8,17,22,89,194,240],"promising":[9],"technology":[10],"for":[11,48],"drug":[12],"delivery.":[13],"This":[14],"paper":[15],"studies":[16],"multiuser":[18,104,241],"MMC":[19,105,242],"system":[20,106],"in":[21,61,92,102,131,210,238],"three-dimensional":[23],"diffusive":[24],"environment,":[25],"which":[26,69,129],"composed":[28],"of":[29,46,53,75,78,95,126],"multiple":[30,56],"transmitter":[31,40,80],"nanomachines":[32,41,81],"and":[33,178,198,215],"one":[34],"receiver":[35],"nanomachine.":[36],"Considering":[37],"that":[38,71,189],"all":[39,79],"release":[42,66],"the":[43,51,65,72,84,93,99,108,115,120,139,155,161,165,175,179,190,224,229],"same":[44],"type":[45],"molecules":[47,77],"information":[49],"transmission,":[50],"mechanism":[52],"time":[54,197],"division":[55],"access":[57],"(TDMA)":[58],"employed":[60],"this":[62,96,103,127],"system.":[63,97],"Under":[64],"resource":[67,85,116,157,245],"constraint":[68],"requires":[70],"total":[73],"number":[74],"released":[76],"fixed,":[83],"allocation":[86,117,158],"optimization":[87,110,176,207,219],"plays":[88],"significant":[90],"role":[91],"performance":[94],"When":[98],"environmental":[100],"variables":[101],"change,":[107],"traditional":[109,206],"algorithms":[111,208],"need":[112,172],"reoptimize":[114],"minimize":[119],"average":[121,200],"bit":[122],"error":[123],"probability":[124],"(BEP)":[125],"system,":[128],"results":[130,187,220,234],"more":[132],"run":[133,140,196],"time.":[134],"In":[135],"order":[136],"reduce":[138],"time,":[141],"we":[142],"propose":[143],"an":[144],"algorithm":[145,192,214],"designed":[146],"based":[147],"on":[148],"deep":[149],"neural":[150],"network":[151],"(DNN)":[152],"obtain":[154],"optimal":[156,225,244],"scheme.":[159],"For":[160],"trained":[162],"DNN,":[163],"once":[164],"input":[166],"given,":[168],"it":[169],"does":[170],"not":[171],"re-execute":[174],"process":[177],"output":[180],"can":[181,235],"instantaneously":[183],"obtained.":[184],"The":[185,218],"numerical":[186],"show":[188],"proposed":[191],"has":[193],"shorter":[195],"lower":[199],"BEP":[201],"compared":[202],"with":[203,243],"other":[204],"existing":[205],"used":[209],"MMC,":[211],"including":[212],"bisection":[213],"genetic":[216],"algorithm.":[217],"are":[221],"approximate":[222],"solutions":[226],"obtained":[227],"by":[228],"exhaustive":[230],"search.":[231],"These":[232],"analysis":[233],"provide":[236],"help":[237],"designing":[239],"allocation.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-02T14:50:37.381335","created_date":"2025-10-10T00:00:00"}
