{"id":"https://openalex.org/W4415983613","doi":"https://doi.org/10.3389/fncom.2025.1691017","title":"Triboelectric nanogenerators for neural data interpretation: bridging multi-sensing interfaces with neuromorphic and deep learning paradigms","display_name":"Triboelectric nanogenerators for neural data interpretation: bridging multi-sensing interfaces with neuromorphic and deep learning paradigms","publication_year":2025,"publication_date":"2025-11-07","ids":{"openalex":"https://openalex.org/W4415983613","doi":"https://doi.org/10.3389/fncom.2025.1691017","pmid":"https://pubmed.ncbi.nlm.nih.gov/41281720"},"language":"en","primary_location":{"id":"doi:10.3389/fncom.2025.1691017","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2025.1691017","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1691017/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1691017/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056824132","display_name":"Li Gan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210117352","display_name":"Third People 's Hospital of Chongqing","ror":"https://ror.org/02caz1263","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117352"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingli Gan","raw_affiliation_strings":["Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China","institution_ids":["https://openalex.org/I4210117352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079944187","display_name":"Shuqin Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210117352","display_name":"Third People 's Hospital of Chongqing","ror":"https://ror.org/02caz1263","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117352"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuqin Yuan","raw_affiliation_strings":["Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China","institution_ids":["https://openalex.org/I4210117352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005763661","display_name":"Min Guo","orcid":"https://orcid.org/0000-0002-2093-8771"},"institutions":[{"id":"https://openalex.org/I4210117352","display_name":"Third People 's Hospital of Chongqing","ror":"https://ror.org/02caz1263","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117352"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Guo","raw_affiliation_strings":["Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China","institution_ids":["https://openalex.org/I4210117352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391126","display_name":"Qian Wang","orcid":"https://orcid.org/0000-0002-9908-4317"},"institutions":[{"id":"https://openalex.org/I4210117352","display_name":"Third People 's Hospital of Chongqing","ror":"https://ror.org/02caz1263","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117352"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Wang","raw_affiliation_strings":["Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China","institution_ids":["https://openalex.org/I4210117352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008053542","display_name":"Z. Y. Deng","orcid":"https://orcid.org/0009-0001-4307-8241"},"institutions":[{"id":"https://openalex.org/I4210117352","display_name":"Third People 's Hospital of Chongqing","ror":"https://ror.org/02caz1263","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117352"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongfang Deng","raw_affiliation_strings":["Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China","institution_ids":["https://openalex.org/I4210117352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101701795","display_name":"Bin Jia","orcid":"https://orcid.org/0000-0001-5071-2573"},"institutions":[{"id":"https://openalex.org/I4210117352","display_name":"Third People 's Hospital of Chongqing","ror":"https://ror.org/02caz1263","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117352"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bin Jia","raw_affiliation_strings":["Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Center for Neurology, The Thirteenth People's Hospital of Chongqing, Chongqing, China","institution_ids":["https://openalex.org/I4210117352"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101701795"],"corresponding_institution_ids":["https://openalex.org/I4210117352"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":0.7034,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76061427,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"19","issue":null,"first_page":"1691017","last_page":"1691017"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9742000102996826,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.9742000102996826,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.007300000172108412,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.0071000000461936,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.823199987411499},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.6615999937057495},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6542999744415283},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5559999942779541},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5490000247955322},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4648999869823456},{"id":"https://openalex.org/keywords/neural-engineering","display_name":"Neural engineering","score":0.46160000562667847},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.44920000433921814},{"id":"https://openalex.org/keywords/neurocognitive","display_name":"Neurocognitive","score":0.3862000107765198}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.823199987411499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6721000075340271},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.6615999937057495},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6542999744415283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6265000104904175},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5559999942779541},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5490000247955322},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4648999869823456},{"id":"https://openalex.org/C168451700","wikidata":"https://www.wikidata.org/wiki/Q1306528","display_name":"Neural engineering","level":2,"score":0.46160000562667847},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.44920000433921814},{"id":"https://openalex.org/C172467417","wikidata":"https://www.wikidata.org/wiki/Q1670397","display_name":"Neurocognitive","level":3,"score":0.3862000107765198},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3783999979496002},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.3718999922275543},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.34450000524520874},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.3221000134944916},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.319599986076355},{"id":"https://openalex.org/C15286952","wikidata":"https://www.wikidata.org/wiki/Q8037925","display_name":"Computational neuroscience","level":2,"score":0.314300000667572},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.3107999861240387},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29750001430511475},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.27090001106262207},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.2671000063419342},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2628999948501587},{"id":"https://openalex.org/C118403218","wikidata":"https://www.wikidata.org/wiki/Q43283","display_name":"Biological neural network","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.25529998540878296}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fncom.2025.1691017","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2025.1691017","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1691017/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},{"id":"pmid:41281720","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41281720","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":"Frontiers in computational neuroscience","raw_type":null},{"id":"pmh:oai:doaj.org/article:15cb307f2eba46cdb6c206ebe6d08cf0","is_oa":true,"landing_page_url":"https://doaj.org/article/15cb307f2eba46cdb6c206ebe6d08cf0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computational Neuroscience, Vol 19 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11441959","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12634569","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/fncom.2025.1691017","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2025.1691017","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1691017/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415983613.pdf","grobid_xml":"https://content.openalex.org/works/W4415983613.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1987339757","https://openalex.org/W2038486771","https://openalex.org/W2123843446","https://openalex.org/W2137502775","https://openalex.org/W2159505440","https://openalex.org/W2194211307","https://openalex.org/W2619763057","https://openalex.org/W2744708037","https://openalex.org/W2796368594","https://openalex.org/W2916580426","https://openalex.org/W2965424395","https://openalex.org/W2965786352","https://openalex.org/W2987325452","https://openalex.org/W2995395856","https://openalex.org/W2999845853","https://openalex.org/W3003820967","https://openalex.org/W3028262887","https://openalex.org/W3031819149","https://openalex.org/W3042276730","https://openalex.org/W3043900635","https://openalex.org/W3046952960","https://openalex.org/W3090002073","https://openalex.org/W3092743927","https://openalex.org/W3101997133","https://openalex.org/W3128965382","https://openalex.org/W3185665943","https://openalex.org/W3203824625","https://openalex.org/W3205765499","https://openalex.org/W3215362416","https://openalex.org/W4224243789","https://openalex.org/W4282560655","https://openalex.org/W4286254573","https://openalex.org/W4293230758","https://openalex.org/W4296872790","https://openalex.org/W4306978206","https://openalex.org/W4308602373","https://openalex.org/W4309491910","https://openalex.org/W4311461833","https://openalex.org/W4323852277","https://openalex.org/W4327953959","https://openalex.org/W4361306785","https://openalex.org/W4379388037","https://openalex.org/W4385973428","https://openalex.org/W4386895529","https://openalex.org/W4388821679","https://openalex.org/W4391041901","https://openalex.org/W4393166481","https://openalex.org/W4394994513","https://openalex.org/W4401182307","https://openalex.org/W4411864156"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,146,155],"computational":[4,182],"neuroscience":[5],"and":[6,14,22,26,38,58,77,82,91,108,125,135,161,173,185],"brain-computer":[7],"interface":[8],"(BCI)":[9],"technologies":[10],"require":[11],"efficient,":[12],"scalable,":[13],"biologically":[15,136],"compatible":[16],"approaches":[17],"for":[18,66,88,164],"neural":[19,42,101,105,110,121,165],"data":[20,166],"acquisition":[21],"interpretation.":[23,167],"Traditional":[24],"sensors":[25],"signal":[27],"processing":[28],"pipelines":[29],"often":[30],"struggle":[31],"with":[32,96,142,176],"the":[33,143,153],"high":[34],"dimensionality,":[35],"temporal":[36],"variability,":[37],"noise":[39],"inherent":[40],"in":[41,45,181],"signals,":[43],"particularly":[44],"elderly":[46,186],"populations":[47],"where":[48],"continuous":[49],"monitoring":[50],"is":[51],"essential.":[52],"Triboelectric":[53],"nanogenerators":[54],"(TENGs),":[55],"as":[56,72],"self-powered":[57],"flexible":[59],"multi-sensing":[60],"devices,":[61],"offer":[62],"a":[63],"promising":[64],"avenue":[65],"capturing":[67],"neural-related":[68],"biophysical":[69],"signals":[70,113],"such":[71],"electroencephalography":[73],"(EEG),":[74],"electromyography":[75],"(EMG),":[76],"cardiorespiratory":[78],"dynamics.":[79],"Their":[80],"low-power":[81],"wearable":[83],"characteristics":[84,145],"make":[85],"them":[86],"suitable":[87],"long-term":[89],"health":[90,187],"neurocognitive":[92],"monitoring.":[93],"When":[94],"combined":[95],"deep":[97,158],"learning":[98,159],"models-including":[99],"convolutional":[100],"networks":[102,106,111],"(CNNs),":[103],"recurrent":[104],"(RNNs),":[107],"spiking":[109],"(SNNs)-TENG-generated":[112],"can":[114],"be":[115],"efficiently":[116],"decoded,":[117],"enabling":[118],"insights":[119],"into":[120],"states,":[122],"cognitive":[123],"functions,":[124],"disease":[126],"progression.":[127],"Furthermore,":[128],"neuromorphic":[129,162],"computing":[130],"paradigms":[131],"provide":[132],"an":[133,177],"energy-efficient":[134],"inspired":[137],"framework":[138],"that":[139],"naturally":[140],"aligns":[141],"event-driven":[144],"TENG":[147],"outputs.":[148],"This":[149],"mini":[150],"review":[151],"highlights":[152],"convergence":[154],"TENG-based":[156],"sensing,":[157],"algorithms,":[160],"systems":[163],"We":[168],"discuss":[169],"recent":[170],"progress,":[171],"challenges,":[172],"future":[174],"perspectives,":[175],"emphasis":[178],"on":[179],"applications":[180],"neuroscience,":[183],"neurorehabilitation,":[184],"care.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-11-07T00:00:00"}
