{"id":"https://openalex.org/W2070105158","doi":"https://doi.org/10.1080/00207729708929364","title":"Combining neural and conventional paradigms for modelling,prediction and control","display_name":"Combining neural and conventional paradigms for modelling,prediction and control","publication_year":1997,"publication_date":"1997-01-01","ids":{"openalex":"https://openalex.org/W2070105158","doi":"https://doi.org/10.1080/00207729708929364","mag":"2070105158"},"language":"en","primary_location":{"id":"doi:10.1080/00207729708929364","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207729708929364","pdf_url":null,"source":{"id":"https://openalex.org/S129640837","display_name":"International Journal of Systems Science","issn_l":"0020-7721","issn":["0020-7721","1464-5319"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Systems Science","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/A5103501088","display_name":"Mukul Agarwal","orcid":null},"institutions":[{"id":"https://openalex.org/I2799323385","display_name":"Board of the Swiss Federal Institutes of Technology","ror":"https://ror.org/01rvn4p91","country_code":"CH","type":"government","lineage":["https://openalex.org/I2799323385"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"MUKUL AGARWAL","raw_affiliation_strings":["\n                   \n               TCL, Eidenossische Technische Hochschule, Zurich, CH, 8092, Switzerland","TCL, Eidenossische Technische Hochschule , Zurich, CH, 8092, Switzerland"],"affiliations":[{"raw_affiliation_string":"\n                   \n               TCL, Eidenossische Technische Hochschule, Zurich, CH, 8092, Switzerland","institution_ids":["https://openalex.org/I2799323385"]},{"raw_affiliation_string":"TCL, Eidenossische Technische Hochschule , Zurich, CH, 8092, Switzerland","institution_ids":["https://openalex.org/I2799323385"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5103501088"],"corresponding_institution_ids":["https://openalex.org/I2799323385"],"apc_list":null,"apc_paid":null,"fwci":5.4363,"has_fulltext":false,"cited_by_count":74,"citation_normalized_percentile":{"value":0.95662885,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"28","issue":"1","first_page":"65","last_page":"81"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9979000091552734,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9979000091552734,"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/T11236","display_name":"Control Systems and Identification","score":0.9851999878883362,"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"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9797999858856201,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/complementarity","display_name":"Complementarity (molecular biology)","score":0.6638575196266174},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6624318361282349},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6539811491966248},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.551232635974884},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5264711380004883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4954887628555298},{"id":"https://openalex.org/keywords/universality","display_name":"Universality (dynamical systems)","score":0.4927048981189728},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.4352860450744629},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.424650102853775},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13920116424560547}],"concepts":[{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.6638575196266174},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6624318361282349},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6539811491966248},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.551232635974884},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5264711380004883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4954887628555298},{"id":"https://openalex.org/C183992945","wikidata":"https://www.wikidata.org/wiki/Q2495574","display_name":"Universality (dynamical systems)","level":2,"score":0.4927048981189728},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.4352860450744629},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.424650102853775},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13920116424560547},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/00207729708929364","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207729708929364","pdf_url":null,"source":{"id":"https://openalex.org/S129640837","display_name":"International Journal of Systems Science","issn_l":"0020-7721","issn":["0020-7721","1464-5319"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Systems Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W59102317","https://openalex.org/W82072587","https://openalex.org/W122187482","https://openalex.org/W1492468531","https://openalex.org/W1496962613","https://openalex.org/W1509768509","https://openalex.org/W1529712141","https://openalex.org/W1529727201","https://openalex.org/W1539237143","https://openalex.org/W1592682300","https://openalex.org/W1964735120","https://openalex.org/W1968326286","https://openalex.org/W1981107783","https://openalex.org/W1984094176","https://openalex.org/W1987367495","https://openalex.org/W1994926298","https://openalex.org/W1995930498","https://openalex.org/W1997182903","https://openalex.org/W2004175622","https://openalex.org/W2008230499","https://openalex.org/W2028725090","https://openalex.org/W2029766547","https://openalex.org/W2036515851","https://openalex.org/W2041706261","https://openalex.org/W2041968319","https://openalex.org/W2046018987","https://openalex.org/W2049556090","https://openalex.org/W2049857321","https://openalex.org/W2051314761","https://openalex.org/W2055386158","https://openalex.org/W2056655352","https://openalex.org/W2069456053","https://openalex.org/W2070046637","https://openalex.org/W2072509319","https://openalex.org/W2075817823","https://openalex.org/W2078960587","https://openalex.org/W2091610836","https://openalex.org/W2100632811","https://openalex.org/W2104020677","https://openalex.org/W2104343326","https://openalex.org/W2109275731","https://openalex.org/W2115539189","https://openalex.org/W2115932303","https://openalex.org/W2129354495","https://openalex.org/W2134058856","https://openalex.org/W2138484437","https://openalex.org/W2142672218","https://openalex.org/W2147874666","https://openalex.org/W2152547376","https://openalex.org/W2153870035","https://openalex.org/W2154069182","https://openalex.org/W2159313764","https://openalex.org/W2166506500","https://openalex.org/W2171699171","https://openalex.org/W2295479249","https://openalex.org/W2401135644","https://openalex.org/W2487019543","https://openalex.org/W2531422151","https://openalex.org/W2540877599","https://openalex.org/W2621510696","https://openalex.org/W2639397753","https://openalex.org/W2646831633","https://openalex.org/W2652294454","https://openalex.org/W2671542569","https://openalex.org/W2911787226","https://openalex.org/W3139744459","https://openalex.org/W3140158754","https://openalex.org/W3141386753","https://openalex.org/W3144807399","https://openalex.org/W3147915924","https://openalex.org/W4205452543","https://openalex.org/W4285719527","https://openalex.org/W4299736415"],"related_works":["https://openalex.org/W1496222301","https://openalex.org/W3207760230","https://openalex.org/W1590307681","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703","https://openalex.org/W41015297","https://openalex.org/W2140362692"],"abstract_inverted_index":{"Abstract":[0],"Whereas":[1],"some":[2],"researchers":[3],"in":[4,27,98,137],"the":[5,23,40,53,57,81,86,92,99,118,133,138],"control":[6,123],"community":[7],"see":[8],"neural":[9,44,89],"networks":[10,45,90],"as":[11,107,109],"a":[12,34,75],"panacea":[13],"for":[14,46,79],"solving":[15],"all":[16],"realistic":[17,69],"control-related":[18],"problems,":[19],"another":[20],"school":[21],"rejects":[22],"neural-network":[24],"paradigm":[25],"altogether":[26],"favour":[28],"of":[29,39,84,88],"well-established":[30],"conventional":[31,105],"schemes":[32,136],"with":[33,91],"sound":[35],"theoretical":[36],"basis.":[37],"Much":[38],"promising":[41],"research":[42],"using":[43],"modelling,":[47],"prediction":[48],"and":[49,56,62,95,121],"control,":[50],"however,":[51],"realizes":[52],"value":[54],"of,":[55],"need":[58],"for,":[59],"both":[60],"paradigms,":[61],"exploits":[63],"their":[64],"mutual":[65],"complementarity":[66],"to":[67,132],"address":[68],"problem":[70],"situations.":[71],"This":[72],"work":[73],"develops":[74],"general":[76],"qualitative":[77],"framework":[78,127],"identifying":[80],"possible":[82],"ways":[83],"combining":[85],"universality":[87],"prior":[93],"knowledge":[94],"experience":[96],"embedded":[97],"available":[100],"physical":[101],"models,":[102],"model-based":[103],"estimators,":[104],"controllers,":[106],"well":[108],"vague":[110],"linguistic":[111],"descriptions":[112],"provided":[113],"by":[114],"human":[115],"experts":[116],"about":[117],"system":[119],"behaviour":[120],"manual":[122],"strategies.":[124],"The":[125],"presented":[126],"not":[128],"only":[129],"naturally":[130],"leads":[131],"previously":[134],"proposed":[135],"literature,":[139],"but":[140],"also":[141],"reveals":[142],"several":[143],"new":[144],"possibilities.":[145],"Additional":[146],"informationNotes":[147],"on":[148],"contributorsMUKUL":[149],"AGARWAL":[150],"Tel:":[151],"+41":[152,157],"1":[153,158],"632":[154,159],"3113;":[155],"Fax:":[156],"1222;":[160],"e-mail:":[161],"ugarwal@tcl.ethz.ch.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":3}],"updated_date":"2026-03-13T16:22:10.518609","created_date":"2025-10-10T00:00:00"}
