{"id":"https://openalex.org/W2607447150","doi":"https://doi.org/10.1109/spawc.2017.8227765","title":"Machine learning based channel modeling for molecular MIMO communications","display_name":"Machine learning based channel modeling for molecular MIMO communications","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2607447150","doi":"https://doi.org/10.1109/spawc.2017.8227765","mag":"2607447150"},"language":"en","primary_location":{"id":"doi:10.1109/spawc.2017.8227765","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spawc.2017.8227765","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100609703","display_name":"Changmin Lee","orcid":"https://orcid.org/0000-0002-9870-3956"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Changmin Lee","raw_affiliation_strings":["School of Integrated Technology Yonsei University, Korea","School of Integrated Technology, Yonsei University, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Technology Yonsei University, Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Integrated Technology, Yonsei University, Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083891031","display_name":"H. Birkan Yilmaz","orcid":"https://orcid.org/0000-0002-4773-2028"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"H. Birkan Yilmaz","raw_affiliation_strings":["School of Integrated Technology Yonsei University, Korea","School of Integrated Technology, Yonsei University, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Technology Yonsei University, Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Integrated Technology, Yonsei University, Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079863632","display_name":"Chan\u2010Byoung Chae","orcid":"https://orcid.org/0000-0001-9561-3341"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chan-Byoung Chae","raw_affiliation_strings":["School of Integrated Technology Yonsei University, Korea","School of Integrated Technology, Yonsei University, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Technology Yonsei University, Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Integrated Technology, Yonsei University, Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042862413","display_name":"Nariman Farsad","orcid":"https://orcid.org/0000-0003-0157-1596"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nariman Farsad","raw_affiliation_strings":["Department of Electrical Engineering Stanford University, USA","Department of Electrical Engineering, Stanford University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Electrical Engineering, Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074116801","display_name":"Andrea Goldsmith","orcid":"https://orcid.org/0000-0001-5686-800X"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrea Goldsmith","raw_affiliation_strings":["Department of Electrical Engineering Stanford University, USA","Department of Electrical Engineering, Stanford University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Department of Electrical Engineering, Stanford University, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13052","display_name":"Molecular Communication and Nanonetworks","score":1.0,"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":1.0,"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/T11932","display_name":"Wireless Body Area Networks","score":0.9940999746322632,"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/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9783999919891357,"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/molecular-communication","display_name":"Molecular communication","score":0.9391338229179382},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.7864933013916016},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6569622159004211},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.6437923908233643},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5326487421989441},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.489667683839798},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.45199066400527954},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.42482465505599976},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.42379194498062134},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3744756579399109},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1958146095275879},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1311429738998413},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12639060616493225},{"id":"https://openalex.org/keywords/transmitter","display_name":"Transmitter","score":0.08346202969551086}],"concepts":[{"id":"https://openalex.org/C2779767902","wikidata":"https://www.wikidata.org/wiki/Q17037278","display_name":"Molecular communication","level":4,"score":0.9391338229179382},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.7864933013916016},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6569622159004211},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6437923908233643},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5326487421989441},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.489667683839798},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.45199066400527954},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.42482465505599976},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.42379194498062134},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3744756579399109},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1958146095275879},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1311429738998413},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12639060616493225},{"id":"https://openalex.org/C47798520","wikidata":"https://www.wikidata.org/wiki/Q190157","display_name":"Transmitter","level":3,"score":0.08346202969551086},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/spawc.2017.8227765","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spawc.2017.8227765","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1963236846","https://openalex.org/W1984920148","https://openalex.org/W2008580987","https://openalex.org/W2031515082","https://openalex.org/W2043135200","https://openalex.org/W2045399800","https://openalex.org/W2047272490","https://openalex.org/W2077258873","https://openalex.org/W2117280119","https://openalex.org/W2128281473","https://openalex.org/W2138351407","https://openalex.org/W2144244895","https://openalex.org/W2168002711","https://openalex.org/W2260681306","https://openalex.org/W2294456571","https://openalex.org/W2314227011","https://openalex.org/W3100991707","https://openalex.org/W3101875731","https://openalex.org/W3106308358"],"related_works":["https://openalex.org/W2163496989","https://openalex.org/W2054910325","https://openalex.org/W3135645983","https://openalex.org/W3000508184","https://openalex.org/W2283480350","https://openalex.org/W1963570780","https://openalex.org/W2788958820","https://openalex.org/W4226378883","https://openalex.org/W4313315793","https://openalex.org/W3015383773"],"abstract_inverted_index":{"In":[0,78],"diffusion-based":[1],"molecular":[2,28,49,72,91],"communication,":[3],"information":[4],"particles":[5],"locomote":[6],"via":[7,98],"a":[8,25,83],"diffusion":[9],"process,":[10],"characterized":[11],"by":[12],"random":[13,21],"movement":[14],"and":[15,94],"heavy":[16],"tail":[17],"distribution":[18],"for":[19,40,58,63,88],"the":[20,27,35,48,68,75,90,96],"arrival":[22],"time.":[23],"As":[24],"result,":[26],"communication":[29],"shows":[30],"lower":[31],"transmission":[32],"rates":[33],"than":[34],"traditional":[36],"communication.":[37],"To":[38],"compensate":[39],"such":[41],"low":[42],"rates,":[43],"researchers":[44],"have":[45],"recently":[46],"proposed":[47],"multiple-input":[50],"multiple-output":[51],"(MIMO)":[52],"technique.":[53],"Although":[54],"channel":[55,93],"models":[56],"exist":[57],"single-input":[59],"single-output":[60],"(SISO)":[61],"systems":[62],"some":[64],"simple":[65],"environments,":[66],"extending":[67],"results":[69],"to":[70],"multiple":[71],"emitters":[73],"complicates":[74],"modeling":[76,89],"process.":[77],"this":[79],"paper,":[80],"we":[81],"introduce":[82],"novel":[84],"machine":[85],"learning":[86],"technique":[87],"MIMO":[92],"confirm":[95],"effectiveness":[97],"extensive":[99],"numerical":[100],"studies.":[101]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":5}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}