{"id":"https://openalex.org/W4284886941","doi":"https://doi.org/10.1007/s10845-022-01975-4","title":"Capturing and incorporating expert knowledge into machine learning models for quality prediction in manufacturing","display_name":"Capturing and incorporating expert knowledge into machine learning models for quality prediction in manufacturing","publication_year":2022,"publication_date":"2022-07-07","ids":{"openalex":"https://openalex.org/W4284886941","doi":"https://doi.org/10.1007/s10845-022-01975-4"},"language":"en","primary_location":{"id":"doi:10.1007/s10845-022-01975-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-022-01975-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01975-4.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01975-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052786388","display_name":"Patrick Link","orcid":"https://orcid.org/0000-0002-1451-6396"},"institutions":[{"id":"https://openalex.org/I4210124503","display_name":"Fraunhofer Institute for Machine Tools and Forming Technology","ror":"https://ror.org/026taa863","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210124503","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Patrick Link","raw_affiliation_strings":["Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany","institution_ids":["https://openalex.org/I4210124503"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025537714","display_name":"Miltiadis Poursanidis","orcid":null},"institutions":[{"id":"https://openalex.org/I3019415892","display_name":"Fraunhofer Institute for Industrial Mathematics","ror":"https://ror.org/019hjw009","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019415892","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Miltiadis Poursanidis","raw_affiliation_strings":["Fraunhofer Institute for Industrial Mathematics ITWM, 67663, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Industrial Mathematics ITWM, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I3019415892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010306970","display_name":"Jochen Schmid","orcid":"https://orcid.org/0000-0001-6527-537X"},"institutions":[{"id":"https://openalex.org/I3019415892","display_name":"Fraunhofer Institute for Industrial Mathematics","ror":"https://ror.org/019hjw009","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019415892","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jochen Schmid","raw_affiliation_strings":["Fraunhofer Institute for Industrial Mathematics ITWM, 67663, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Industrial Mathematics ITWM, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I3019415892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029918102","display_name":"Rebekka Zache","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124503","display_name":"Fraunhofer Institute for Machine Tools and Forming Technology","ror":"https://ror.org/026taa863","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210124503","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rebekka Zache","raw_affiliation_strings":["Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany","institution_ids":["https://openalex.org/I4210124503"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023661800","display_name":"Martin von Kurnatowski","orcid":"https://orcid.org/0000-0001-6123-8723"},"institutions":[{"id":"https://openalex.org/I3019415892","display_name":"Fraunhofer Institute for Industrial Mathematics","ror":"https://ror.org/019hjw009","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019415892","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin von Kurnatowski","raw_affiliation_strings":["Fraunhofer Institute for Industrial Mathematics ITWM, 67663, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Industrial Mathematics ITWM, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I3019415892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031455276","display_name":"Uwe Teicher","orcid":"https://orcid.org/0000-0002-7061-4687"},"institutions":[{"id":"https://openalex.org/I4210124503","display_name":"Fraunhofer Institute for Machine Tools and Forming Technology","ror":"https://ror.org/026taa863","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210124503","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Uwe Teicher","raw_affiliation_strings":["Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany","institution_ids":["https://openalex.org/I4210124503"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066753620","display_name":"Steffen Ihlenfeldt","orcid":"https://orcid.org/0000-0002-9258-5178"},"institutions":[{"id":"https://openalex.org/I4210124503","display_name":"Fraunhofer Institute for Machine Tools and Forming Technology","ror":"https://ror.org/026taa863","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210124503","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Ihlenfeldt","raw_affiliation_strings":["Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany","Institute of Mechatronic Engineering, Technische Universit\u00e4t Dresden, 01062, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Machine Tools and Forming Technology IWU, 09126, Chemnitz, Germany","institution_ids":["https://openalex.org/I4210124503"]},{"raw_affiliation_string":"Institute of Mechatronic Engineering, Technische Universit\u00e4t Dresden, 01062, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5052786388"],"corresponding_institution_ids":["https://openalex.org/I4210124503"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":3.0764,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.91897801,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"33","issue":"7","first_page":"2129","last_page":"2142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/process","display_name":"Process (computing)","score":0.6393018364906311},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.620337963104248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6201984882354736},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6188578009605408},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5813745856285095},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.528515100479126},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.45826584100723267},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.42348015308380127},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.42047759890556335},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.41099637746810913},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40625661611557007},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3811723291873932},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26132631301879883}],"concepts":[{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6393018364906311},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.620337963104248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6201984882354736},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6188578009605408},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5813745856285095},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.528515100479126},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.45826584100723267},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.42348015308380127},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.42047759890556335},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.41099637746810913},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40625661611557007},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3811723291873932},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26132631301879883},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10845-022-01975-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-022-01975-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01975-4.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:joinma:v:33:y:2022:i:7:d:10.1007_s10845-022-01975-4","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10845-022-01975-4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:econstor.eu:10419/312229","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/312229","pdf_url":null,"source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/419268","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/419268","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":{"id":"doi:10.1007/s10845-022-01975-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10845-022-01975-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10845-022-01975-4.pdf","source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5400000214576721}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321773","display_name":"Fraunhofer-Gesellschaft","ror":"https://ror.org/05hkkdn48"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4284886941.pdf","grobid_xml":"https://content.openalex.org/works/W4284886941.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W47747670","https://openalex.org/W334805602","https://openalex.org/W429766147","https://openalex.org/W609131506","https://openalex.org/W1974833623","https://openalex.org/W1979274873","https://openalex.org/W1990579310","https://openalex.org/W1992796724","https://openalex.org/W2009993388","https://openalex.org/W2010354425","https://openalex.org/W2014729461","https://openalex.org/W2030401524","https://openalex.org/W2037572613","https://openalex.org/W2058642013","https://openalex.org/W2074717871","https://openalex.org/W2083758788","https://openalex.org/W2095740411","https://openalex.org/W2121753122","https://openalex.org/W2137869981","https://openalex.org/W2156524532","https://openalex.org/W2164952673","https://openalex.org/W2243974883","https://openalex.org/W2464234006","https://openalex.org/W2568988948","https://openalex.org/W2575635117","https://openalex.org/W2576781311","https://openalex.org/W2586221521","https://openalex.org/W2600475957","https://openalex.org/W2791467530","https://openalex.org/W2810140125","https://openalex.org/W2810549927","https://openalex.org/W2883092124","https://openalex.org/W2887205128","https://openalex.org/W2891370463","https://openalex.org/W2899422195","https://openalex.org/W2950440493","https://openalex.org/W2950694741","https://openalex.org/W2962202409","https://openalex.org/W2969848227","https://openalex.org/W2981581701","https://openalex.org/W2997617325","https://openalex.org/W3006087551","https://openalex.org/W3009543072","https://openalex.org/W3030730002","https://openalex.org/W3037057410","https://openalex.org/W3083110744","https://openalex.org/W3188047064","https://openalex.org/W3191263520","https://openalex.org/W3215464887","https://openalex.org/W4211049957","https://openalex.org/W4212863985","https://openalex.org/W4242451561","https://openalex.org/W4293090411","https://openalex.org/W6629510986","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2140186469","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W4318559728","https://openalex.org/W3183136280","https://openalex.org/W2775233965","https://openalex.org/W3114716045","https://openalex.org/W4360995913"],"abstract_inverted_index":{"Abstract":[0],"Increasing":[1],"digitalization":[2],"enables":[3],"the":[4,23,60,63,72,124,127,148,167,178,183,189,196,199,215,220,232],"use":[5],"of":[6,20,25,52,65,74,79,126,154,192,198,214,231],"machine":[7],"learning":[8],"(ML)":[9],"methods":[10,110,163],"for":[11,36,42,46,68,103,146,164],"analyzing":[12],"and":[13,62,247],"optimizing":[14],"manufacturing":[15],"processes.":[16],"A":[17],"main":[18],"application":[19],"ML":[21,54,109,162],"is":[22,82,92,136,235],"construction":[24],"quality":[26,51,64,105],"prediction":[27,106,171],"models,":[28],"which":[29],"can":[30],"be":[31,131],"used,":[32],"among":[33],"other":[34],"things,":[35],"documentation":[37],"purposes,":[38],"as":[39,151],"assistance":[40],"systems":[41],"process":[43,48,141,156,185,193],"operators,":[44],"or":[45,252],"adaptive":[47],"control.":[49],"The":[50,133],"such":[53],"models":[55,107,172,200],"typically":[56],"strongly":[57],"depends":[58],"on":[59,111],"amount":[61],"data":[66,144],"used":[67],"training.":[69],"In":[70,85,187],"manufacturing,":[71],"size":[73],"available":[75,93],"datasets":[76,113],"before":[77],"start":[78],"production":[80],"(SOP)":[81],"often":[83,248],"limited.":[84],"contrast":[86,238],"to":[87,130,138,160,202,210,239],"data,":[88],"expert":[89,117,179],"knowledge":[90,122,180,222],"commonly":[91],"in":[94,195,226,237],"manufacturing.":[95],"Therefore,":[96],"this":[97],"study":[98],"introduces":[99],"a":[100,139,152,203,211],"general":[101],"methodology":[102,135,169,234],"building":[104],"with":[108,142,176],"small":[112,165],"by":[114,182,208],"integrating":[115],"shape":[116,125,221],"knowledge,":[118],"that":[119,173],"is,":[120],"prior":[121],"about":[123],"input\u2013output":[128],"relationship":[129],"learned.":[132],"proposed":[134,168,233],"applied":[137],"brushing":[140],"125":[143],"points":[145],"predicting":[147],"surface":[149],"roughness":[150],"function":[153],"five":[155],"variables.":[157],"As":[158],"opposed":[159],"conventional":[161,241],"datasets,":[166],"produces":[170],"strictly":[174],"comply":[175],"all":[177],"specified":[181],"involved":[184],"specialists.":[186],"particular,":[188],"direct":[190],"involvement":[191],"experts":[194],"training":[197],"leads":[201],"very":[204],"clear":[205,229],"interpretation":[206],"and,":[207],"extension,":[209],"high":[212],"acceptance":[213],"models.":[216],"While":[217],"working":[218],"out":[219],"requires":[223],"some":[224],"iterations":[225],"general,":[227],"another":[228],"merit":[230],"that,":[236],"most":[240],"ML,":[242],"it":[243],"involves":[244],"no":[245],"time-consuming":[246],"heuristic":[249],"hyperparameter":[250],"tuning":[251],"model":[253],"selection":[254],"step.":[255]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
