{"id":"https://openalex.org/W2133403641","doi":"https://doi.org/10.1109/ijcnn.2003.1223789","title":"Constructive neural network in model-based control of a biotechnological process","display_name":"Constructive neural network in model-based control of a biotechnological process","publication_year":2004,"publication_date":"2004-03-23","ids":{"openalex":"https://openalex.org/W2133403641","doi":"https://doi.org/10.1109/ijcnn.2003.1223789","mag":"2133403641"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2003.1223789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2003.1223789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Joint Conference on Neural Networks, 2003.","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/A5051728225","display_name":"Luiz Augusto da Cruz Meleiro","orcid":"https://orcid.org/0000-0002-8019-4460"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"L.A.C. Meleiro","raw_affiliation_strings":["School of Chemical Engineering, State University of Campinas, Sao Paulo, Brazil"],"affiliations":[{"raw_affiliation_string":"School of Chemical Engineering, State University of Campinas, Sao Paulo, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064159916","display_name":"Rubens Maciel Filho","orcid":"https://orcid.org/0000-0001-6511-7283"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"R.M. Filho","raw_affiliation_strings":["School of Chemical Engineering, State University of Campinas, Sao Paulo, Brazil"],"affiliations":[{"raw_affiliation_string":"School of Chemical Engineering, State University of Campinas, Sao Paulo, Brazil","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035858702","display_name":"Fernando J. Von Zuben","orcid":"https://orcid.org/0000-0002-4128-5415"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"F.J. Von Zuben","raw_affiliation_strings":["School of Electrical and Computer Engineering, State University of Campinas, Sao Paulo, Brazil"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, State University of Campinas, Sao Paulo, Brazil","institution_ids":["https://openalex.org/I181391015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5051728225"],"corresponding_institution_ids":["https://openalex.org/I181391015"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.12721291,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"3","issue":null,"first_page":"2406","last_page":"2411"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9977999925613403,"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":0.9977999925613403,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9925000071525574,"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/T12676","display_name":"Machine Learning and ELM","score":0.9814000129699707,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/constructive","display_name":"Constructive","score":0.6806468963623047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6476726531982422},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6461482048034668},{"id":"https://openalex.org/keywords/multivariable-calculus","display_name":"Multivariable calculus","score":0.547577977180481},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.519485354423523},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5080807209014893},{"id":"https://openalex.org/keywords/activation-function","display_name":"Activation function","score":0.47479361295700073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45543867349624634},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4516366124153137},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4506986439228058},{"id":"https://openalex.org/keywords/projection-pursuit","display_name":"Projection pursuit","score":0.4424445331096649},{"id":"https://openalex.org/keywords/optimal-control","display_name":"Optimal control","score":0.44018253684043884},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.4381324350833893},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4188840091228485},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3467123508453369},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2506789267063141},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0795559287071228}],"concepts":[{"id":"https://openalex.org/C2778701210","wikidata":"https://www.wikidata.org/wiki/Q28130034","display_name":"Constructive","level":3,"score":0.6806468963623047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6476726531982422},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6461482048034668},{"id":"https://openalex.org/C117312493","wikidata":"https://www.wikidata.org/wiki/Q2035437","display_name":"Multivariable calculus","level":2,"score":0.547577977180481},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.519485354423523},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5080807209014893},{"id":"https://openalex.org/C38365724","wikidata":"https://www.wikidata.org/wiki/Q4677469","display_name":"Activation function","level":3,"score":0.47479361295700073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45543867349624634},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4516366124153137},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4506986439228058},{"id":"https://openalex.org/C118038509","wikidata":"https://www.wikidata.org/wiki/Q382970","display_name":"Projection pursuit","level":2,"score":0.4424445331096649},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.44018253684043884},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.4381324350833893},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4188840091228485},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3467123508453369},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2506789267063141},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0795559287071228},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2003.1223789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2003.1223789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Joint Conference on Neural Networks, 2003.","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W404990318","https://openalex.org/W1501162218","https://openalex.org/W1522250313","https://openalex.org/W1583479171","https://openalex.org/W1596965972","https://openalex.org/W1896686065","https://openalex.org/W1974415027","https://openalex.org/W2006544565","https://openalex.org/W2033519565","https://openalex.org/W2067570388","https://openalex.org/W2076118331","https://openalex.org/W2091886411","https://openalex.org/W2095701484","https://openalex.org/W2100865861","https://openalex.org/W2117941247","https://openalex.org/W2120390835","https://openalex.org/W2124776405","https://openalex.org/W2137983211","https://openalex.org/W2221304078","https://openalex.org/W2485849017","https://openalex.org/W2993421702","https://openalex.org/W4238957295","https://openalex.org/W4254068519","https://openalex.org/W4292069080","https://openalex.org/W6643987210"],"related_works":["https://openalex.org/W1576377477","https://openalex.org/W2721687755","https://openalex.org/W2224575301","https://openalex.org/W418212511","https://openalex.org/W2388146630","https://openalex.org/W2086932047","https://openalex.org/W2099048101","https://openalex.org/W1964208669","https://openalex.org/W2112363989","https://openalex.org/W13811253"],"abstract_inverted_index":{"In":[0],"the":[1,30,38,46,55,58,116],"present":[2],"work,":[3],"a":[4,22,64,77,103,108,135],"constructive":[5,95],"learning":[6,70,96],"algorithm":[7,97],"is":[8,50,80,129],"employed":[9],"to":[10,63,101,114],"design":[11],"an":[12],"optimal":[13,31],"one-hidden":[14],"layer":[15],"neural":[16],"network":[17],"structure":[18],"that":[19,111],"best":[20,39],"approximates":[21],"given":[23],"mapping.":[24],"The":[25,93,125],"method":[26],"determines":[27],"not":[28],"only":[29],"number":[32],"of":[33,57,76,89,134],"hidden":[34,78],"neurons":[35],"but":[36],"also":[37],"activation":[40,74],"function":[41,75],"for":[42,83],"each":[43,73],"node.":[44],"Here,":[45],"projection":[47],"pursuit":[48],"technique":[49],"applied":[51,100],"in":[52,121,143],"association":[53],"with":[54,140],"optimization":[56],"solvability":[59],"condition,":[60],"giving":[61],"rise":[62],"more":[65],"efficient":[66],"and":[67],"accurate":[68],"computational":[69],"algorithm.":[71],"As":[72],"neuron":[79],"optimally":[81],"defined":[82],"every":[84],"approximation":[85],"problem,":[86],"better":[87],"rates":[88],"convergence":[90],"are":[91],"achieved.":[92],"proposed":[94],"was":[98,112],"successfully":[99],"identify":[102],"large-scale":[104],"multivariate":[105],"process,":[106],"providing":[107],"multivariable":[109],"model":[110,128],"able":[113],"describe":[115],"complex":[117],"process":[118],"dynamics,":[119],"even":[120],"long-range":[122],"horizon":[123],"predictions.":[124],"resulting":[126],"identification":[127],"then":[130],"considered":[131],"as":[132],"part":[133],"model-based":[136],"predictive":[137],"control":[138],"strategy,":[139],"high-quality":[141],"performance":[142],"closed-loop":[144],"experiments.":[145]},"counts_by_year":[{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}