{"id":"https://openalex.org/W4205665577","doi":"https://doi.org/10.1109/tnnls.2022.3140726","title":"Uncertainty Quantification in Estimating Blood Alcohol Concentration From Transdermal Alcohol Level With Physics-Informed Neural Networks","display_name":"Uncertainty Quantification in Estimating Blood Alcohol Concentration From Transdermal Alcohol Level With Physics-Informed Neural Networks","publication_year":2022,"publication_date":"2022-01-17","ids":{"openalex":"https://openalex.org/W4205665577","doi":"https://doi.org/10.1109/tnnls.2022.3140726","pmid":"https://pubmed.ncbi.nlm.nih.gov/35038300"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3140726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3140726","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9288563/pdf/nihms-1780372.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083506260","display_name":"Clemens Oszkinat","orcid":"https://orcid.org/0000-0003-3839-4589"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Clemens Oszkinat","raw_affiliation_strings":["Department of Mathematics, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069786338","display_name":"Susan E. Luczak","orcid":"https://orcid.org/0000-0002-6654-4014"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Susan E. Luczak","raw_affiliation_strings":["Department of Psychology, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042461595","display_name":"I. G. Rosen","orcid":"https://orcid.org/0000-0001-6801-9769"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"I. G. Rosen","raw_affiliation_strings":["Department of Mathematics, University of Southern California, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083506260"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":5.122,"has_fulltext":true,"cited_by_count":45,"citation_normalized_percentile":{"value":0.96263327,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"34","issue":"10","first_page":"8094","last_page":"8101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.9397000074386597,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.902899980545044,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transdermal","display_name":"Transdermal","score":0.8733853697776794},{"id":"https://openalex.org/keywords/alcohol","display_name":"Alcohol","score":0.7036972045898438},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.6875849366188049},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5739923119544983},{"id":"https://openalex.org/keywords/deconvolution","display_name":"Deconvolution","score":0.524463415145874},{"id":"https://openalex.org/keywords/latent-variable","display_name":"Latent variable","score":0.46730637550354004},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39980754256248474},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.36849892139434814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3426600694656372},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.24753060936927795},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19427791237831116},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.1708410084247589},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.15473228693008423},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1511419117450714}],"concepts":[{"id":"https://openalex.org/C205679159","wikidata":"https://www.wikidata.org/wiki/Q3375179","display_name":"Transdermal","level":2,"score":0.8733853697776794},{"id":"https://openalex.org/C2781066024","wikidata":"https://www.wikidata.org/wiki/Q156","display_name":"Alcohol","level":2,"score":0.7036972045898438},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.6875849366188049},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5739923119544983},{"id":"https://openalex.org/C174576160","wikidata":"https://www.wikidata.org/wiki/Q1183700","display_name":"Deconvolution","level":2,"score":0.524463415145874},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.46730637550354004},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39980754256248474},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.36849892139434814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3426600694656372},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24753060936927795},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19427791237831116},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.1708410084247589},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.15473228693008423},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1511419117450714},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000067401","descriptor_name":"Blood Alcohol Content","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000067401","descriptor_name":"Blood Alcohol Content","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000067401","descriptor_name":"Blood Alcohol Content","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000067401","descriptor_name":"Blood Alcohol Content","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000431","descriptor_name":"Ethanol","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000431","descriptor_name":"Ethanol","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000431","descriptor_name":"Ethanol","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000431","descriptor_name":"Ethanol","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035501","descriptor_name":"Uncertainty","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/tnnls.2022.3140726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3140726","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:35038300","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35038300","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":"IEEE transactions on neural networks and learning systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9288563","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9288563","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9288563/pdf/nihms-1780372.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Neural Netw Learn Syst","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:9288563","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9288563","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9288563/pdf/nihms-1780372.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Neural Netw Learn Syst","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.7699999809265137,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G3678204479","display_name":null,"funder_award_id":"R01AA026368","funder_id":"https://openalex.org/F4320337330","funder_display_name":"National Institute on Alcohol Abuse and Alcoholism"},{"id":"https://openalex.org/G4282401485","display_name":null,"funder_award_id":"AA02636","funder_id":"https://openalex.org/F4320337330","funder_display_name":"National Institute on Alcohol Abuse and Alcoholism"}],"funders":[{"id":"https://openalex.org/F4320337330","display_name":"National Institute on Alcohol Abuse and Alcoholism","ror":"https://ror.org/02jzrsm59"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205665577.pdf","grobid_xml":"https://content.openalex.org/works/W4205665577.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1853291804","https://openalex.org/W1967404311","https://openalex.org/W1968326286","https://openalex.org/W1975331847","https://openalex.org/W1982499761","https://openalex.org/W1985451137","https://openalex.org/W1988205797","https://openalex.org/W1988263497","https://openalex.org/W2003683375","https://openalex.org/W2008320988","https://openalex.org/W2014187738","https://openalex.org/W2030310712","https://openalex.org/W2051053678","https://openalex.org/W2051717208","https://openalex.org/W2056239716","https://openalex.org/W2057177707","https://openalex.org/W2116202548","https://openalex.org/W2158985775","https://openalex.org/W2166926179","https://openalex.org/W2396111402","https://openalex.org/W2494888029","https://openalex.org/W2512193556","https://openalex.org/W2745110207","https://openalex.org/W2772097715","https://openalex.org/W2785024182","https://openalex.org/W2883686233","https://openalex.org/W2884203359","https://openalex.org/W2899283552","https://openalex.org/W2900369848","https://openalex.org/W2903169697","https://openalex.org/W2953384591","https://openalex.org/W2962770929","https://openalex.org/W3003301247","https://openalex.org/W3023392635","https://openalex.org/W3046678406","https://openalex.org/W3101260193","https://openalex.org/W3119439276","https://openalex.org/W3197788060","https://openalex.org/W4210304602","https://openalex.org/W4226348722","https://openalex.org/W4246464108","https://openalex.org/W4293583890","https://openalex.org/W4320013936","https://openalex.org/W4394649613","https://openalex.org/W6631190155","https://openalex.org/W6638908295","https://openalex.org/W6713134421","https://openalex.org/W6746731892","https://openalex.org/W6747349453","https://openalex.org/W6748177122","https://openalex.org/W6753271116","https://openalex.org/W6757146666","https://openalex.org/W6757330755","https://openalex.org/W6781772222","https://openalex.org/W6864178332","https://openalex.org/W6889260987"],"related_works":["https://openalex.org/W3014587757","https://openalex.org/W2501524089","https://openalex.org/W4391118594","https://openalex.org/W3197214056","https://openalex.org/W1974021991","https://openalex.org/W4206582282","https://openalex.org/W2013145428","https://openalex.org/W3191991184","https://openalex.org/W3121803006","https://openalex.org/W3165928850"],"abstract_inverted_index":{"We":[0,54,117],"develop":[1],"an":[2,122],"approach":[3],"to":[4,33,83,111,121],"estimate":[5,34,84],"a":[6,11,23,29,41,104],"blood":[7,63,86],"alcohol":[8,13,49,64,69,87],"signal":[9,14,65,88],"from":[10,66],"transdermal":[12,46,68],"using":[15],"physics-informed":[16],"neural":[17],"networks":[18],"(PINNs).":[19],"Specifically,":[20],"we":[21,101],"use":[22],"generative":[24],"adversarial":[25],"network":[26,80],"(GAN)":[27],"with":[28],"residual-augmented":[30],"loss":[31],"function":[32],"the":[35,51,59,62,67,73,76,85,91,94,119,130],"distribution":[36,74],"of":[37,48,61,75,96,125,134],"unknown":[38,77],"parameters":[39],"in":[40,50,93],"diffusion":[42],"equation":[43],"model":[44],"for":[45,58],"transport":[47],"human":[52],"body.":[53],"design":[55],"another":[56],"PINN":[57],"deconvolution":[60],"signal.":[70],"Based":[71],"on":[72],"parameters,":[78],"this":[79,135],"is":[81],"able":[82],"and":[89,128,132],"quantify":[90],"uncertainty":[92],"form":[95],"conservative":[97,114],"error":[98,115],"bands.":[99,116],"Finally,":[100],"show":[102],"how":[103],"posterior":[105],"latent":[106],"variable":[107],"can":[108],"be":[109],"used":[110],"sharpen":[112],"these":[113],"apply":[118],"techniques":[120],"extensive":[123],"dataset":[124],"drinking":[126],"episodes":[127],"demonstrate":[129],"advantages":[131],"shortcomings":[133],"approach.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":10}],"updated_date":"2026-03-25T14:56:36.534964","created_date":"2025-10-10T00:00:00"}
