{"id":"https://openalex.org/W4384158657","doi":"https://doi.org/10.1109/i2mtc53148.2023.10176048","title":"Multi-compartment structure optimizes the deep learning network from the biophysical perspective","display_name":"Multi-compartment structure optimizes the deep learning network from the biophysical perspective","publication_year":2023,"publication_date":"2023-05-22","ids":{"openalex":"https://openalex.org/W4384158657","doi":"https://doi.org/10.1109/i2mtc53148.2023.10176048"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc53148.2023.10176048","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/i2mtc53148.2023.10176048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-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/A5063578134","display_name":"Jixuan Wang","orcid":"https://orcid.org/0000-0003-1986-6747"},"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":"Jixuan Wang","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027108181","display_name":"Bin Deng","orcid":"https://orcid.org/0000-0002-8094-8656"},"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":"Bin Deng","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092460782","display_name":"Tianshi Gac","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":"Tianshi Gac","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038741227","display_name":"Bo Gong","orcid":"https://orcid.org/0000-0002-3661-1626"},"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":"Bo Gong","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040071083","display_name":"Weitong Liu","orcid":"https://orcid.org/0009-0003-8192-7739"},"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":"Weitong Liu","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100351611","display_name":"Jiang Wang","orcid":"https://orcid.org/0000-0002-2189-8003"},"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":"Jiang Wang","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100322201","display_name":"Chen Liu","orcid":"https://orcid.org/0000-0003-1635-3479"},"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":"Chen Liu","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China","School of Electrical and Information Engineering, Tianjin University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09041379,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"110","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/compartment","display_name":"Compartment (ship)","score":0.6871750354766846},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6473518013954163},{"id":"https://openalex.org/keywords/conductance","display_name":"Conductance","score":0.6300842761993408},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6118112802505493},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6031073331832886},{"id":"https://openalex.org/keywords/soma","display_name":"Soma","score":0.5743425488471985},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.564405620098114},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.42638155817985535},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.41314810514450073},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.3821738660335541},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34575366973876953},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.3254585862159729},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2335565984249115},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21395418047904968},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.12675577402114868}],"concepts":[{"id":"https://openalex.org/C203635412","wikidata":"https://www.wikidata.org/wiki/Q17007432","display_name":"Compartment (ship)","level":2,"score":0.6871750354766846},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6473518013954163},{"id":"https://openalex.org/C121932024","wikidata":"https://www.wikidata.org/wiki/Q5159376","display_name":"Conductance","level":2,"score":0.6300842761993408},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6118112802505493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6031073331832886},{"id":"https://openalex.org/C2779617337","wikidata":"https://www.wikidata.org/wiki/Q842429","display_name":"Soma","level":2,"score":0.5743425488471985},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.564405620098114},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.42638155817985535},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.41314810514450073},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.3821738660335541},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34575366973876953},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3254585862159729},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2335565984249115},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21395418047904968},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.12675577402114868},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2mtc53148.2023.10176048","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/i2mtc53148.2023.10176048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1335296854","display_name":null,"funder_award_id":"62173241","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":20,"referenced_works":["https://openalex.org/W572612932","https://openalex.org/W1526741802","https://openalex.org/W1576838367","https://openalex.org/W2040036684","https://openalex.org/W2139022471","https://openalex.org/W2159217888","https://openalex.org/W2166206801","https://openalex.org/W2274405424","https://openalex.org/W2343204383","https://openalex.org/W2529004582","https://openalex.org/W2741457819","https://openalex.org/W2753797385","https://openalex.org/W2883249177","https://openalex.org/W2921171525","https://openalex.org/W2963504849","https://openalex.org/W3042391950","https://openalex.org/W4207058902","https://openalex.org/W4234546939","https://openalex.org/W4283726157","https://openalex.org/W6759973083"],"related_works":["https://openalex.org/W2950475743","https://openalex.org/W4386603768","https://openalex.org/W2886711096","https://openalex.org/W4380078352","https://openalex.org/W3046591097","https://openalex.org/W2590796488","https://openalex.org/W4389249638","https://openalex.org/W2734358244","https://openalex.org/W1985128226","https://openalex.org/W2005566012"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"makes":[2,81],"significant":[3],"progress":[4],"attributing":[5],"to":[6,21,146,152,190],"the":[7,24,27,39,45,57,82,91,105,121,127,130,143,149,171,175,182,195],"deep":[8,17,58,63,201,210],"learning":[9,14,18,59,64,87,202,211],"adopting":[10],"neurophysiological":[11],"strategies.":[12],"The":[13,71,101,137,160],"process":[15],"in":[16,23,44,185,200],"is":[19,69,158,184],"resemble":[20],"that":[22,74,163],"brain.":[25,46],"However,":[26],"traditional":[28],"nodes":[29],"with":[30,42,52,66,78,90,213],"a":[31,61,85,112,191,209],"uniform":[32],"structure":[33,77,96,199],"form":[34],"are":[35],"much":[36],"simpler":[37],"than":[38],"biological":[40],"neurons":[41,51,68],"branches":[43],"To":[47],"investigate":[48],"whether":[49],"realistic":[50],"multi-compartment":[53,67,198],"structures":[54],"could":[55],"optimize":[56],"algorithm,":[60],"three-layer":[62],"network":[65,83,212],"designed.":[70],"results":[72,161],"show":[73,162],"three-compartment":[75],"neuronal":[76,95],"apical":[79,102,124,144],"dendrites":[80,103,125],"perform":[84],"better":[86,192],"effect":[88,138],"compared":[89],"two-compartment":[92],"and":[93,107,134,148,204],"single-compartment":[94],"on":[97],"coding":[98],"MNIST":[99],"database.":[100],"separate":[104],"feedforward":[106],"feedback":[108],"signals,":[109],"which":[110],"provides":[111,205],"way":[113],"for":[114],"solving":[115],"credit":[116],"assignment":[117],"problem.":[118],"In":[119],"addition,":[120],"introduction":[122],"of":[123,132,139,194,197],"increases":[126],"correlation":[128],"between":[129],"loss":[131],"hidden":[133],"output":[135],"layers.":[136],"axial":[140,165],"conductance":[141,150,166,173],"from":[142],"dendrite":[145],"soma":[147],"related":[151],"spike":[153],"frequency":[154],"adaptation":[155,172],"(SFA)":[156],"current":[157],"quantified.":[159],"greater":[164],"generates":[167],"higher":[168],"accuracy.":[169],"And":[170],"reaches":[174],"highest":[176],"accuracy":[177],"at":[178],"around":[179],"97.2%":[180],"when":[181],"interval":[183],"1mS/cm<sup>2</sup>~3.4mS/cm<sup>2</sup>.":[186],"This":[187],"work":[188],"contributes":[189],"understanding":[193],"function":[196],"algorithms":[203],"insight":[206],"into":[207],"constructing":[208],"biophysical":[214],"characteristics.":[215]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
