{"id":"https://openalex.org/W3048551692","doi":"https://doi.org/10.1109/tii.2020.3015555","title":"A Meta-learning Based Multimodal Neural Network for Multistep Ahead Battery Thermal Runaway Forecasting","display_name":"A Meta-learning Based Multimodal Neural Network for Multistep Ahead Battery Thermal Runaway Forecasting","publication_year":2020,"publication_date":"2020-08-11","ids":{"openalex":"https://openalex.org/W3048551692","doi":"https://doi.org/10.1109/tii.2020.3015555","mag":"3048551692"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2020.3015555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2020.3015555","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-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/A5025582301","display_name":"Shuya Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shuya Ding","raw_affiliation_strings":["Energy Research Institute, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Energy Research Institute, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008435181","display_name":"Chaoyu Dong","orcid":"https://orcid.org/0000-0002-1239-5375"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chaoyu Dong","raw_affiliation_strings":["Energy Research Institute, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Energy Research Institute, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031912756","display_name":"Tianyang Zhao","orcid":"https://orcid.org/0000-0003-0184-6553"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tianyang Zhao","raw_affiliation_strings":["Energy Research Institute, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Energy Research Institute, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027856037","display_name":"Liangmong Koh","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Liangmong Koh","raw_affiliation_strings":["Energy Research Institute, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Energy Research Institute, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102780884","display_name":"Xiaoyin Bai","orcid":"https://orcid.org/0000-0002-6625-5052"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiaoyin Bai","raw_affiliation_strings":["Energy Research Institute, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Energy Research Institute, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081222445","display_name":"Jun Luo","orcid":"https://orcid.org/0000-0002-7036-5158"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jun Luo","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":1.8407,"has_fulltext":false,"cited_by_count":80,"citation_normalized_percentile":{"value":0.84235358,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"17","issue":"7","first_page":"4503","last_page":"4511"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10663","display_name":"Advanced Battery Technologies Research","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.9812999963760376,"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/T10409","display_name":"Fuel Cells and Related Materials","score":0.9771000146865845,"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/computer-science","display_name":"Computer science","score":0.7196438312530518},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6617994904518127},{"id":"https://openalex.org/keywords/thermal-runaway","display_name":"Thermal runaway","score":0.6361113786697388},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6216900944709778},{"id":"https://openalex.org/keywords/meta-learning","display_name":"Meta learning (computer science)","score":0.6175815463066101},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.6024022102355957},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5972590446472168},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5676281452178955},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.5185497403144836},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5046802759170532},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39775702357292175},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2112240195274353},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.1473337709903717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7196438312530518},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6617994904518127},{"id":"https://openalex.org/C72688512","wikidata":"https://www.wikidata.org/wiki/Q908282","display_name":"Thermal runaway","level":4,"score":0.6361113786697388},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6216900944709778},{"id":"https://openalex.org/C2781002164","wikidata":"https://www.wikidata.org/wiki/Q6822311","display_name":"Meta learning (computer science)","level":3,"score":0.6175815463066101},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.6024022102355957},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5972590446472168},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5676281452178955},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.5185497403144836},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5046802759170532},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39775702357292175},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2112240195274353},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.1473337709903717},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tii.2020.3015555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2020.3015555","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/160292","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/160292","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335158","display_name":"Energy Research Institute, Nanyang Technological University","ror":"https://ror.org/02e7b5302"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W116375701","https://openalex.org/W1484592928","https://openalex.org/W1514535095","https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1970978439","https://openalex.org/W1971627509","https://openalex.org/W1974592401","https://openalex.org/W2007853427","https://openalex.org/W2017753372","https://openalex.org/W2019357759","https://openalex.org/W2044201692","https://openalex.org/W2064675550","https://openalex.org/W2074533808","https://openalex.org/W2104113164","https://openalex.org/W2131774270","https://openalex.org/W2133496267","https://openalex.org/W2138742093","https://openalex.org/W2157331557","https://openalex.org/W2194775991","https://openalex.org/W2518096466","https://openalex.org/W2611439622","https://openalex.org/W2747594982","https://openalex.org/W2789560205","https://openalex.org/W2789790972","https://openalex.org/W2802327240","https://openalex.org/W2877955991","https://openalex.org/W2905261921","https://openalex.org/W2921503841","https://openalex.org/W2962835968","https://openalex.org/W2963341924","https://openalex.org/W2964121744","https://openalex.org/W6630875275","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6717697761"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W4386252821","https://openalex.org/W3157272574","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W2921503841","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786"],"abstract_inverted_index":{"An":[0],"effective":[1,125],"forecast":[2,33],"method":[3],"to":[4,29,61,77,90],"trigger":[5],"Thermal":[6],"Runaway":[7],"(TR)":[8],"warning":[9],"in":[10,107],"an":[11,47],"early":[12],"stage":[13],"is":[14,118,122],"essential":[15],"for":[16,35],"monitoring":[17],"battery":[18,36],"safety.":[19],"In":[20],"this":[21,43,115],"article,":[22],"we":[23,65,85],"propose":[24,53],"a":[25,79,87],"novel":[26],"data-driven":[27],"approach":[28],"perform":[30],"multistep":[31],"ahead":[32],"accurately":[34],"TR":[37],"state":[38],"at":[39],"cell-level.":[40],"We":[41,96],"formulate":[42],"forecasting":[44,57,138],"task":[45,51,117],"as":[46],"imbalance":[48],"data":[49,76,93],"classification":[50,116],"and":[52,74,102,152],"meta":[54],"thermal":[55,68,82,150],"runaway":[56],"neural":[58],"network":[59],"(Meta-TRFNN)":[60],"solve":[62],"it.":[63],"Essentially,":[64],"exploit":[66],"high-dimensional":[67,149],"images":[69,151],"along":[70],"with":[71,111,126],"low-dimensional":[72],"temperature":[73],"voltage":[75],"capture":[78],"more":[80],"representative":[81],"profile.":[83],"Moreover,":[84],"adapt":[86],"meta-learning":[88,156],"framework":[89],"handle":[91],"the":[92,108,137,145,153],"deficiency":[94],"problem.":[95],"evaluate":[97],"Meta-TRFNN":[98,121],"on":[99],"simulated":[100],"samples":[101],"also":[103,143],"explore":[104],"its":[105],"applicability":[106],"real":[109,112],"world":[110],"samples.":[113],"Although":[114],"highly":[119],"imbalanced,":[120],"still":[123],"proven":[124],"limited":[127],"historical":[128],"information.":[129],"Our":[130],"further":[131],"comparison":[132],"experiments":[133],"not":[134],"only":[135],"demonstrate":[136],"ability":[139],"of":[140,147,155],"Meta-TRFNN,":[141],"but":[142],"validate":[144],"benefit":[146],"involving":[148],"efficacy":[154],"framework.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}