{"id":"https://openalex.org/W4200048654","doi":"https://doi.org/10.1109/embc46164.2021.9630684","title":"Deep Learning Assisted Microfluidic Impedance Flow Cytometry for Label-free Foodborne Bacteria Analysis and Classification","display_name":"Deep Learning Assisted Microfluidic Impedance Flow Cytometry for Label-free Foodborne Bacteria Analysis and Classification","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200048654","doi":"https://doi.org/10.1109/embc46164.2021.9630684","pmid":"https://pubmed.ncbi.nlm.nih.gov/34892734"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630684","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630684","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shuaihua Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuaihua Zhang","raw_affiliation_strings":["State Key Laboratory of Precision Measuring Technology & Instruments, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Measuring Technology & Instruments, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ziyu Han","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyu Han","raw_affiliation_strings":["State Key Laboratory of Precision Measuring Technology & Instruments, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Measuring Technology & Instruments, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhe Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102609","display_name":"Tianjin Centers for Disease Control and Prevention","ror":"https://ror.org/01h547a76","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210102609"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Feng","raw_affiliation_strings":["Wuqing District Center for Disease Control and Prevention, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuqing District Center for Disease Control and Prevention, Tianjin, China","institution_ids":["https://openalex.org/I4210102609"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Meiqing Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102609","display_name":"Tianjin Centers for Disease Control and Prevention","ror":"https://ror.org/01h547a76","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210102609"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meiqing Sun","raw_affiliation_strings":["Wuqing District Center for Disease Control and Prevention, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuqing District Center for Disease Control and Prevention, Tianjin, China","institution_ids":["https://openalex.org/I4210102609"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xuexin Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuexin Duan","raw_affiliation_strings":["State Key Laboratory of Precision Measuring Technology & Instruments, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Precision Measuring Technology & Instruments, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1555,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.73362223,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"7087","last_page":"7090"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11255","display_name":"Microfluidic and Bio-sensing Technologies","score":0.725600004196167,"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/T11255","display_name":"Microfluidic and Bio-sensing Technologies","score":0.725600004196167,"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/T11393","display_name":"Biosensors and Analytical Detection","score":0.054499998688697815,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.03310000151395798,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/vibrio-parahaemolyticus","display_name":"Vibrio parahaemolyticus","score":0.7493000030517578},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5454000234603882},{"id":"https://openalex.org/keywords/salmonella","display_name":"Salmonella","score":0.5396999716758728},{"id":"https://openalex.org/keywords/bacteria","display_name":"Bacteria","score":0.5216000080108643},{"id":"https://openalex.org/keywords/pathogenic-bacteria","display_name":"Pathogenic bacteria","score":0.4878000020980835},{"id":"https://openalex.org/keywords/vibrio-cholerae","display_name":"Vibrio cholerae","score":0.4875999987125397},{"id":"https://openalex.org/keywords/flow-cytometry","display_name":"Flow cytometry","score":0.4058000147342682},{"id":"https://openalex.org/keywords/escherichia-coli","display_name":"Escherichia coli","score":0.39910000562667847}],"concepts":[{"id":"https://openalex.org/C2776575720","wikidata":"https://www.wikidata.org/wiki/Q134280","display_name":"Vibrio parahaemolyticus","level":3,"score":0.7493000030517578},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5454000234603882},{"id":"https://openalex.org/C2781065037","wikidata":"https://www.wikidata.org/wiki/Q150839","display_name":"Salmonella","level":3,"score":0.5396999716758728},{"id":"https://openalex.org/C523546767","wikidata":"https://www.wikidata.org/wiki/Q10876","display_name":"Bacteria","level":2,"score":0.5216000080108643},{"id":"https://openalex.org/C2778883795","wikidata":"https://www.wikidata.org/wiki/Q804517","display_name":"Pathogenic bacteria","level":3,"score":0.4878000020980835},{"id":"https://openalex.org/C2778643871","wikidata":"https://www.wikidata.org/wiki/Q160821","display_name":"Vibrio cholerae","level":3,"score":0.4875999987125397},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4681999981403351},{"id":"https://openalex.org/C553184892","wikidata":"https://www.wikidata.org/wiki/Q1141429","display_name":"Flow cytometry","level":2,"score":0.4058000147342682},{"id":"https://openalex.org/C547475151","wikidata":"https://www.wikidata.org/wiki/Q25419","display_name":"Escherichia coli","level":3,"score":0.39910000562667847},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.38119998574256897},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.3765000104904175},{"id":"https://openalex.org/C2780339063","wikidata":"https://www.wikidata.org/wiki/Q5201367","display_name":"Cytometry","level":3,"score":0.37529999017715454},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.36399999260902405},{"id":"https://openalex.org/C172066009","wikidata":"https://www.wikidata.org/wiki/Q5463955","display_name":"Focused Impedance Measurement","level":3,"score":0.3605000078678131},{"id":"https://openalex.org/C8673954","wikidata":"https://www.wikidata.org/wiki/Q138845","display_name":"Microfluidics","level":2,"score":0.3603000044822693},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32019999623298645},{"id":"https://openalex.org/C17829176","wikidata":"https://www.wikidata.org/wiki/Q179043","display_name":"Electrical impedance","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3037000000476837},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.2883000075817108},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.272599995136261},{"id":"https://openalex.org/C3018571736","wikidata":"https://www.wikidata.org/wiki/Q1810993","display_name":"Foodborne pathogen","level":4,"score":0.2590999901294708}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001419","descriptor_name":"Bacteria","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001419","descriptor_name":"Bacteria","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001419","descriptor_name":"Bacteria","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005434","descriptor_name":"Flow Cytometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005434","descriptor_name":"Flow Cytometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005434","descriptor_name":"Flow Cytometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017097","descriptor_name":"Electric Impedance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017097","descriptor_name":"Electric Impedance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017097","descriptor_name":"Electric Impedance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D044085","descriptor_name":"Microfluidics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D044085","descriptor_name":"Microfluidics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D044085","descriptor_name":"Microfluidics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9630684","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630684","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34892734","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34892734","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337495","display_name":"Technology Development","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2091374030","https://openalex.org/W2156163116","https://openalex.org/W2601585634","https://openalex.org/W2768801476","https://openalex.org/W2899345451","https://openalex.org/W2904791950","https://openalex.org/W2946146601","https://openalex.org/W2947117930","https://openalex.org/W2969528609","https://openalex.org/W2996713594","https://openalex.org/W2999838590","https://openalex.org/W3011801959","https://openalex.org/W3043896197","https://openalex.org/W3081913944","https://openalex.org/W3086466979","https://openalex.org/W3094320129","https://openalex.org/W3096798672","https://openalex.org/W3119258381","https://openalex.org/W4248285598"],"related_works":[],"abstract_inverted_index":{"According":[0],"to":[1,13,39],"the":[2,41,47,50],"urgent":[3],"need":[4],"for":[5,81,100],"rapid":[6],"detection":[7],"and":[8,60,98],"identification":[9],"of":[10,44,49,69,83,86,104],"foodborne":[11],"bacteria":[12,87,106],"prevent":[14],"public":[15],"health":[16],"event,":[17],"a":[18,89],"microfluidic":[19],"electrical":[20],"impedance":[21,42,73],"flow":[22],"cytometry":[23],"assisted":[24],"with":[25,66],"convolutional":[26],"neural":[27],"network":[28],"(ConvNet)":[29],"based":[30,74],"deep":[31,51],"learning":[32,52],"algorithm":[33],"was":[34],"proposed":[35,72],"in":[36,88],"this":[37],"study":[38],"analyze":[40],"signals":[43],"bacteria.":[45],"With":[46],"assistance":[48],"algorithm,":[53],"Escherichia":[54],"coli":[55],"(EPEC),":[56],"Salmonella":[57],"enteritidis":[58],"(SE)":[59],"Vibrio":[61],"parahaemolyticus":[62],"(VP)":[63],"were":[64],"identified":[65],"an":[67],"accuracy":[68],"100%.":[70],"The":[71],"analysis":[75],"system":[76],"can":[77,95],"be":[78,96],"potentially":[79],"applied":[80,99],"pre-classification":[82],"different":[84],"subtypes":[85],"label-free":[90],"manner.Clinical":[91],"Relevance-The":[92],"whole":[93],"platform":[94],"miniaturized":[97],"point-of-care":[101],"testing":[102],"(POCT)":[103],"pathogenic":[105],"detection.":[107]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2021-12-31T00:00:00"}
