{"id":"https://openalex.org/W4282002834","doi":"https://doi.org/10.1108/k-09-2021-0882","title":"Data-based modeling and identification for general nonlinear dynamical systems by the multidimensional Taylor network","display_name":"Data-based modeling and identification for general nonlinear dynamical systems by the multidimensional Taylor network","publication_year":2022,"publication_date":"2022-06-09","ids":{"openalex":"https://openalex.org/W4282002834","doi":"https://doi.org/10.1108/k-09-2021-0882"},"language":"en","primary_location":{"id":"doi:10.1108/k-09-2021-0882","is_oa":false,"landing_page_url":"https://doi.org/10.1108/k-09-2021-0882","pdf_url":null,"source":{"id":"https://openalex.org/S168682784","display_name":"Kybernetes","issn_l":"0368-492X","issn":["0368-492X","1758-7883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kybernetes","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/A5030162475","display_name":"Hong\u2010Sen Yan","orcid":"https://orcid.org/0000-0002-9305-5427"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong-Sen Yan","raw_affiliation_strings":["School of Automation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9305-5427","affiliations":[{"raw_affiliation_string":"School of Automation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016754011","display_name":"Zhong-Tian Bi","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong-Tian Bi","raw_affiliation_strings":["School of Automation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-6584-4891","affiliations":[{"raw_affiliation_string":"School of Automation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101808587","display_name":"Bo Zhou","orcid":"https://orcid.org/0000-0002-3908-7575"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Zhou","raw_affiliation_strings":["School of Automation, Southeast University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059894811","display_name":"Xiao-Qin Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao-Qin Wan","raw_affiliation_strings":["School of Automation, Southeast University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036966717","display_name":"Jiao\u2010Jun Zhang","orcid":"https://orcid.org/0000-0002-0038-4302"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiao-Jun Zhang","raw_affiliation_strings":["School of Automation, Southeast University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037028986","display_name":"Guobiao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guo-Biao Wang","raw_affiliation_strings":["School of Automation, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-3310-9665","affiliations":[{"raw_affiliation_string":"School of Automation, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":0.2193,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.50481978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"52","issue":"10","first_page":"4257","last_page":"4271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13377","display_name":"Ecosystem dynamics and resilience","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13377","display_name":"Ecosystem dynamics and resilience","score":0.9796000123023987,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11187","display_name":"Nonlinear Dynamics and Pattern Formation","score":0.9715999960899353,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.7549377679824829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6214161515235901},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4870924949645996},{"id":"https://openalex.org/keywords/system-identification","display_name":"System identification","score":0.4545144736766815},{"id":"https://openalex.org/keywords/taylor-series","display_name":"Taylor series","score":0.4523620307445526},{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.44569894671440125},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.43938884139060974},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.42547234892845154},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4252539277076721},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3099587857723236},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2538703978061676},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.2295583188533783},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13082006573677063}],"concepts":[{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.7549377679824829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6214161515235901},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4870924949645996},{"id":"https://openalex.org/C119247159","wikidata":"https://www.wikidata.org/wiki/Q1366192","display_name":"System identification","level":3,"score":0.4545144736766815},{"id":"https://openalex.org/C158946198","wikidata":"https://www.wikidata.org/wiki/Q131187","display_name":"Taylor series","level":2,"score":0.4523620307445526},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.44569894671440125},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.43938884139060974},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.42547234892845154},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4252539277076721},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3099587857723236},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2538703978061676},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2295583188533783},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13082006573677063},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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":1,"locations":[{"id":"doi:10.1108/k-09-2021-0882","is_oa":false,"landing_page_url":"https://doi.org/10.1108/k-09-2021-0882","pdf_url":null,"source":{"id":"https://openalex.org/S168682784","display_name":"Kybernetes","issn_l":"0368-492X","issn":["0368-492X","1758-7883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kybernetes","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2029694542","https://openalex.org/W2051309920","https://openalex.org/W2500011979","https://openalex.org/W2773460501","https://openalex.org/W2782752997","https://openalex.org/W2903262661","https://openalex.org/W2905192710","https://openalex.org/W2907553298","https://openalex.org/W2915250424","https://openalex.org/W2915627018","https://openalex.org/W2931057112","https://openalex.org/W2962981269","https://openalex.org/W2963201133","https://openalex.org/W2982363228","https://openalex.org/W2982383696","https://openalex.org/W2999737027","https://openalex.org/W3000853296","https://openalex.org/W3008759937","https://openalex.org/W3023191952","https://openalex.org/W3038702398"],"related_works":["https://openalex.org/W2395105737","https://openalex.org/W2369507325","https://openalex.org/W3208270790","https://openalex.org/W1985023705","https://openalex.org/W3135719690","https://openalex.org/W2368550193","https://openalex.org/W2061027733","https://openalex.org/W2387252559","https://openalex.org/W2770593030","https://openalex.org/W4281727072"],"abstract_inverted_index":{"Purpose":[0],"The":[1,28,45,222,284],"present":[2,30],"study":[3],"is":[4,64,122,288],"intended":[5],"to":[6,11,68,258,290,293],"develop":[7],"an":[8],"effective":[9],"approach":[10],"the":[12,22,36,43,49,59,78,86,107,114,120,154,157,167,173,182,210,294,300],"real-time":[13,71,101],"modeling":[14,35,110,270,296],"of":[15,48,109,123,137,159,172,181,209,212,227,251,276,299],"general":[16,37,138,301],"dynamic":[17,40],"nonlinear":[18,39,81,116,139,202,207,302],"systems":[19,141,158,174,211,229,244],"based":[20,144],"on":[21,145],"multidimensional":[23,90],"Taylor":[24,91],"network":[25,50,92],"(MTN).":[26],"Design/methodology/approach":[27],"authors":[29],"a":[31,249,256,267,273],"detailed":[32],"explanation":[33],"for":[34,113,263,308],"discrete":[38],"system":[41,304],"by":[42,54,179,248],"MTN.":[44],"weight":[46,149],"coefficients":[47,150],"can":[51,175,189,230,238],"be":[52,176,190,231,239],"obtained":[53],"sampling":[55],"data":[56,155],"learning.":[57],"Specifically,":[58],"least":[60,87],"square":[61,88],"(LS)":[62],"method":[63],"adopted":[65],"herein":[66],"due":[67],"its":[69,95,309],"desirable":[70,97],"performance":[72],"and":[73,100,111,126,147,170,198,225,234,297],"robustness.":[74],"Findings":[75],"Compared":[76],"with":[77,305],"existing":[79,269],"mainstream":[80],"time":[82],"series":[83],"analysis":[84],"methods,":[85],"method-based":[89],"(LSMTN)":[93],"features":[94],"more":[96],"prediction":[98],"accuracy":[99],"performance.":[102],"Model":[103],"metric":[104],"results":[105],"confirm":[106],"satisfaction":[108],"identification":[112,298],"generalized":[115],"system.":[117],"In":[118],"addition,":[119],"MTN":[121,183,286],"simpler":[124],"structure":[125],"lower":[127],"computational":[128],"complexity":[129],"than":[130],"neural":[131],"networks.":[132],"Research":[133],"limitations/implications":[134],"Once":[135],"models":[136,262],"dynamical":[140,303],"are":[142,151,245],"formulated":[143],"MTNs":[146,188],"their":[148,235,282],"identified":[152],"using":[153],"from":[156],"ecosystems,":[160,213],"society,":[161,214],"organizations,":[162,215],"businesses":[163,216],"or":[164,205,217],"human":[165,218],"behavior,":[166],"forecasting,":[168],"optimizing":[169],"controlling":[171],"further":[177],"studied":[178],"means":[180],"analytical":[184],"models.":[185],"Practical":[186],"implications":[187,221],"used":[191],"as":[192,278],"controllers,":[193],"identifiers,":[194],"filters,":[195],"predictors,":[196],"compensators":[197],"equation":[199],"solvers":[200],"(solving":[201],"differential":[203],"equations":[204],"approximating":[206],"functions)":[208],"behavior.":[219],"Social":[220],"operating":[223,236],"efficiency":[224],"benefits":[226],"social":[228],"prominently":[232],"enhanced,":[233],"costs":[237],"significantly":[240],"reduced.":[241],"Originality/value":[242],"Nonlinear":[243],"typically":[246],"impacted":[247],"variety":[250],"factors,":[252],"which":[253],"makes":[254],"it":[255],"challenge":[257],"build":[259],"correct":[260],"mathematical":[261],"various":[264],"tasks.":[265],"As":[266],"result,":[268],"approaches":[271],"necessitate":[272],"large":[274],"number":[275],"limitations":[277],"preconditions,":[279],"severely":[280],"limiting":[281],"applicability.":[283],"proposed":[285],"methodology":[287],"believed":[289],"contribute":[291],"much":[292],"data-based":[295],"no":[306],"need":[307],"prior":[310],"knowledge.":[311]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
