{"id":"https://openalex.org/W4405755953","doi":"https://doi.org/10.1109/metroxraine62247.2024.10797142","title":"Symbolic Regression for Industrial Applications: An NN-Based Approach","display_name":"Symbolic Regression for Industrial Applications: An NN-Based Approach","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4405755953","doi":"https://doi.org/10.1109/metroxraine62247.2024.10797142"},"language":"en","primary_location":{"id":"doi:10.1109/metroxraine62247.2024.10797142","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine62247.2024.10797142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","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/A5099218510","display_name":"Marco Calapristi","orcid":"https://orcid.org/0009-0008-2436-4331"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Marco Calapristi","raw_affiliation_strings":["University of Messina,Department of Engineering,Messina,Italy"],"affiliations":[{"raw_affiliation_string":"University of Messina,Department of Engineering,Messina,Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076504909","display_name":"Luca Patan\u00e9","orcid":"https://orcid.org/0000-0002-5488-9365"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Patan\u00e8","raw_affiliation_strings":["University of Messina,Department of Engineering,Messina,Italy"],"affiliations":[{"raw_affiliation_string":"University of Messina,Department of Engineering,Messina,Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070932451","display_name":"Francesca Sapuppo","orcid":"https://orcid.org/0000-0001-8772-2759"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Sapuppo","raw_affiliation_strings":["University of Messina,Department of Engineering,Messina,Italy"],"affiliations":[{"raw_affiliation_string":"University of Messina,Department of Engineering,Messina,Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006434841","display_name":"Riccardo Caponetto","orcid":"https://orcid.org/0000-0002-9574-7187"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Caponetto","raw_affiliation_strings":["University of Messina,Department of Engineering,Messina,Italy"],"affiliations":[{"raw_affiliation_string":"University of Messina,Department of Engineering,Messina,Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087482922","display_name":"Maria Gabriella Xibilia","orcid":"https://orcid.org/0000-0001-7723-2051"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Gabriella Xibilia","raw_affiliation_strings":["University of Messina,Department of Engineering,Messina,Italy"],"affiliations":[{"raw_affiliation_string":"University of Messina,Department of Engineering,Messina,Italy","institution_ids":["https://openalex.org/I112862951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5099218510"],"corresponding_institution_ids":["https://openalex.org/I112862951"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22095732,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"618","last_page":"623"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.8324999809265137,"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":0.8324999809265137,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.7526999711990356,"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/computer-science","display_name":"Computer science","score":0.6232382655143738},{"id":"https://openalex.org/keywords/symbolic-regression","display_name":"Symbolic regression","score":0.4753803312778473},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.45388418436050415},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3469122052192688},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.24543827772140503},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1136847734451294}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6232382655143738},{"id":"https://openalex.org/C2776400721","wikidata":"https://www.wikidata.org/wiki/Q18171762","display_name":"Symbolic regression","level":3,"score":0.4753803312778473},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.45388418436050415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3469122052192688},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.24543827772140503},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1136847734451294},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/metroxraine62247.2024.10797142","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine62247.2024.10797142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","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":12,"referenced_works":["https://openalex.org/W1571203491","https://openalex.org/W1979769287","https://openalex.org/W2056734875","https://openalex.org/W2256578114","https://openalex.org/W2789416742","https://openalex.org/W2922301133","https://openalex.org/W3035753075","https://openalex.org/W3136823424","https://openalex.org/W4205610879","https://openalex.org/W4283033438","https://openalex.org/W4299325367","https://openalex.org/W4307038652"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2394133867","https://openalex.org/W280605544","https://openalex.org/W1567571923","https://openalex.org/W2176963978","https://openalex.org/W4319653604","https://openalex.org/W4389372248","https://openalex.org/W4404354510"],"abstract_inverted_index":{"Symbolic":[0],"Regression":[1],"(SR)":[2],"is":[3,32],"a":[4,48,87,135],"machine":[5],"learning":[6],"approach":[7,137],"developed":[8],"for":[9,58,142],"the":[10,19,27,43,51,67,71,74,80,116,127,147,153,159,164,169,172],"automated":[11],"identification":[12],"of":[13,34,53,73,111,149,171],"mathematical":[14],"equations":[15],"that":[16,145],"accurately":[17],"capture":[18,79],"relationships":[20],"between":[21],"input":[22,128,160],"and":[23,99,162],"output":[24],"features":[25],"within":[26],"experimental":[28],"dataset.":[29],"This":[30,45,156],"method":[31],"capable":[33],"creating":[35],"interpretable":[36,54,140],"models":[37],"while":[38],"incorporating":[39],"existing":[40],"knowledge":[41],"into":[42],"system.":[44],"paper":[46],"addresses":[47],"problem":[49,75,98],"in":[50,76,90,115],"development":[52],"Soft":[55],"Sensors":[56],"(SS)":[57],"industrial":[59,143],"applications":[60],"using":[61],"SR.":[62],"The":[63],"challenge":[64],"arises":[65],"from":[66],"need":[68],"to":[69,78,86,125,138,151],"increase":[70],"dimensionality":[72],"order":[77],"system":[81,154],"dynamics,":[82],"which":[83],"often":[84],"leads":[85],"significant":[88],"degradation":[89],"SR":[91,117,165],"performance.":[92],"Existing":[93],"literature":[94],"has":[95],"highlighted":[96],"this":[97,131],"proposed":[100],"some":[101],"solutions,":[102],"such":[103],"as":[104],"employing":[105],"Recurrent":[106],"Neural":[107],"Networks":[108],"(RNN)":[109],"instead":[110],"Genetic":[112],"Programming":[113],"(GP)":[114],"procedure":[118],"or":[119],"applying":[120],"Deep":[121],"Learning":[122],"(DL)":[123],"techniques":[124],"reduce":[126],"space.":[129],"In":[130],"paper,":[132],"we":[133],"present":[134],"novel":[136],"develop":[139],"SSs":[141],"processes":[144],"involve":[146],"use":[148],"DL":[150],"encode":[152],"dynamics.":[155],"effectively":[157],"reduces":[158],"space":[161],"supports":[163],"process":[166],"without":[167],"compromising":[168],"interpretability":[170],"final":[173],"solution.":[174]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}