{"id":"https://openalex.org/W1963698617","doi":"https://doi.org/10.1007/s00521-014-1754-2","title":"Black box modeling of PIDs implemented in PLCs without structural information: a support vector regression approach","display_name":"Black box modeling of PIDs implemented in PLCs without structural information: a support vector regression approach","publication_year":2014,"publication_date":"2014-10-25","ids":{"openalex":"https://openalex.org/W1963698617","doi":"https://doi.org/10.1007/s00521-014-1754-2","mag":"1963698617","pmid":"https://pubmed.ncbi.nlm.nih.gov/25798031"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-014-1754-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-014-1754-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-014-1754-2.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-014-1754-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028949615","display_name":"Robert Sa\u0142at","orcid":"https://orcid.org/0000-0002-3296-0888"},"institutions":[{"id":"https://openalex.org/I170230895","display_name":"Warsaw University of Life Sciences","ror":"https://ror.org/05srvzs48","country_code":"PL","type":"education","lineage":["https://openalex.org/I170230895"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Robert Salat","raw_affiliation_strings":["Department of Production Engineering, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warsaw, Poland","Department of Production Engineering, Warsaw University of Life Sciences, Warsaw, Poland 02-787#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Production Engineering, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warsaw, Poland","institution_ids":["https://openalex.org/I170230895"]},{"raw_affiliation_string":"Department of Production Engineering, Warsaw University of Life Sciences, Warsaw, Poland 02-787#TAB#","institution_ids":["https://openalex.org/I170230895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072213820","display_name":"Micha\u0142 Awtoniuk","orcid":"https://orcid.org/0000-0002-3771-992X"},"institutions":[{"id":"https://openalex.org/I170230895","display_name":"Warsaw University of Life Sciences","ror":"https://ror.org/05srvzs48","country_code":"PL","type":"education","lineage":["https://openalex.org/I170230895"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Michal Awtoniuk","raw_affiliation_strings":["Department of Production Engineering, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warsaw, Poland","Department of Production Engineering, Warsaw University of Life Sciences, Warsaw, Poland 02-787#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Production Engineering, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warsaw, Poland","institution_ids":["https://openalex.org/I170230895"]},{"raw_affiliation_string":"Department of Production Engineering, Warsaw University of Life Sciences, Warsaw, Poland 02-787#TAB#","institution_ids":["https://openalex.org/I170230895"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5028949615"],"corresponding_institution_ids":["https://openalex.org/I170230895"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.8208,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.76244329,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"26","issue":"3","first_page":"723","last_page":"734"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9997000098228455,"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/T11081","display_name":"Advanced Control Systems Design","score":0.9983000159263611,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9966999888420105,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pid-controller","display_name":"PID controller","score":0.9405496120452881},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6267867088317871},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.6041021943092346},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5893926024436951},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5617067217826843},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5420002937316895},{"id":"https://openalex.org/keywords/siemens","display_name":"Siemens","score":0.4460830092430115},{"id":"https://openalex.org/keywords/system-identification","display_name":"System identification","score":0.4344521760940552},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4304344356060028},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.39795395731925964},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2871808111667633},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.274722158908844},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16377028822898865},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.15841299295425415},{"id":"https://openalex.org/keywords/temperature-control","display_name":"Temperature control","score":0.09380844235420227},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08489039540290833}],"concepts":[{"id":"https://openalex.org/C47116090","wikidata":"https://www.wikidata.org/wiki/Q716829","display_name":"PID controller","level":3,"score":0.9405496120452881},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6267867088317871},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.6041021943092346},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5893926024436951},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5617067217826843},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5420002937316895},{"id":"https://openalex.org/C100053769","wikidata":"https://www.wikidata.org/wiki/Q169893","display_name":"Siemens","level":2,"score":0.4460830092430115},{"id":"https://openalex.org/C119247159","wikidata":"https://www.wikidata.org/wiki/Q1366192","display_name":"System identification","level":3,"score":0.4344521760940552},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4304344356060028},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.39795395731925964},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2871808111667633},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.274722158908844},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16377028822898865},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.15841299295425415},{"id":"https://openalex.org/C536315585","wikidata":"https://www.wikidata.org/wiki/Q7698332","display_name":"Temperature control","level":2,"score":0.09380844235420227},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08489039540290833},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical 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},{"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/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00521-014-1754-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-014-1754-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-014-1754-2.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmid:25798031","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25798031","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural computing & applications","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4359715","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4359715","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Neural Comput Appl","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s00521-014-1754-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-014-1754-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-014-1754-2.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1963698617.pdf","grobid_xml":"https://content.openalex.org/works/W1963698617.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W586117015","https://openalex.org/W951347566","https://openalex.org/W1485631981","https://openalex.org/W1512098439","https://openalex.org/W1552680854","https://openalex.org/W1596717185","https://openalex.org/W1736291850","https://openalex.org/W1763790326","https://openalex.org/W1964357740","https://openalex.org/W1977144221","https://openalex.org/W1977905297","https://openalex.org/W1979094299","https://openalex.org/W1994341200","https://openalex.org/W1996538752","https://openalex.org/W2018702750","https://openalex.org/W2028877625","https://openalex.org/W2040135606","https://openalex.org/W2048487013","https://openalex.org/W2059617931","https://openalex.org/W2075120671","https://openalex.org/W2077020139","https://openalex.org/W2085611324","https://openalex.org/W2110376334","https://openalex.org/W2148603752","https://openalex.org/W2153635508","https://openalex.org/W2170545756","https://openalex.org/W2283952362","https://openalex.org/W2303608025","https://openalex.org/W2738441723","https://openalex.org/W2897597707","https://openalex.org/W2913713654","https://openalex.org/W3167578015","https://openalex.org/W4230674069","https://openalex.org/W4238538572","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2389261154","https://openalex.org/W2493767419","https://openalex.org/W613085492","https://openalex.org/W4243246472","https://openalex.org/W3173728350","https://openalex.org/W4240572821","https://openalex.org/W3000740189","https://openalex.org/W2234979860","https://openalex.org/W4310038305","https://openalex.org/W2793832797"],"abstract_inverted_index":{"In":[0],"this":[1,111],"report,":[2],"the":[3,34,43,49,61,81,88,91,94,98,102,105,113,122,126,147,175,185,190,194],"parameters":[4],"identification":[5],"of":[6,33,54,93,104],"a":[7,13,29,73],"proportional-integral-derivative":[8],"(PID)":[9],"algorithm":[10,144],"implemented":[11,82,145],"in":[12,125,133,146],"programmable":[14],"logic":[15],"controller":[16],"(PLC)":[17],"using":[18],"support":[19],"vector":[20],"regression":[21],"(SVR)":[22],"is":[23,130],"presented.":[24],"This":[25,162],"report":[26],"focuses":[27],"on":[28,48,60,72,184],"black":[30],"box":[31],"model":[32],"PID":[35,95,123,143,176],"with":[36,80,107,149],"additional":[37,150],"functions":[38,151],"and":[39,45,57,63,77,97,152,177,187],"modifications":[40,99,153],"provided":[41],"by":[42,101],"manufacturers":[44],"without":[46],"information":[47,183],"exact":[50],"structure.":[51],"The":[52,68,84,128],"process":[53],"feature":[55],"selection":[56],"its":[58],"impact":[59],"training":[62],"testing":[64],"abilities":[65],"are":[66],"emphasized.":[67],"method":[69,129,163],"was":[70],"tested":[71],"real":[74],"PLC":[75,106,148],"(Siemens":[76],"General":[78],"Electric)":[79],"PID.":[83],"results":[85,115],"show":[86],"that":[87,134,154],"SVR":[89],"maps":[90],"function":[92],"algorithms":[96,124],"introduced":[100],"manufacturer":[103],"high":[108],"accuracy.":[109],"With":[110],"approach,":[112],"simulation":[114],"can":[116,136,164],"be":[117,137,159,166],"directly":[118],"used":[119],"to":[120,139,158,173],"tune":[121,174],"PLC.":[127],"sufficiently":[131],"universal":[132],"it":[135],"applied":[138],"any":[140,181],"PI":[141],"or":[142],"were":[155],"previously":[156],"considered":[157],"trade":[160],"secrets.":[161],"also":[165],"an":[167],"alternative":[168],"for":[169,193],"engineers":[170],"who":[171],"need":[172],"do":[178],"not":[179],"have":[180],"such":[182],"structure":[186],"cannot":[188],"use":[189],"default":[191],"settings":[192],"known":[195],"structures.":[196]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}
