{"id":"https://openalex.org/W4392655345","doi":"https://doi.org/10.3390/s24061783","title":"Condition Monitoring of Pneumatic Drive Systems Based on the AI Method Feed-Forward Backpropagation Neural Network","display_name":"Condition Monitoring of Pneumatic Drive Systems Based on the AI Method Feed-Forward Backpropagation Neural Network","publication_year":2024,"publication_date":"2024-03-10","ids":{"openalex":"https://openalex.org/W4392655345","doi":"https://doi.org/10.3390/s24061783","pmid":"https://pubmed.ncbi.nlm.nih.gov/38544048"},"language":"en","primary_location":{"id":"doi:10.3390/s24061783","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24061783","pdf_url":"https://www.mdpi.com/1424-8220/24/6/1783/pdf?version=1710057197","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/6/1783/pdf?version=1710057197","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034903604","display_name":"Monica Tiboni","orcid":"https://orcid.org/0000-0002-9491-6663"},"institutions":[{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Monica Tiboni","raw_affiliation_strings":["Department of Mechanical and Industrial Engineering, University of Brescia, via Branze, 38, 25123 Brescia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9491-6663","affiliations":[{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, University of Brescia, via Branze, 38, 25123 Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022195817","display_name":"Carlo Remino","orcid":"https://orcid.org/0000-0002-6982-2999"},"institutions":[{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlo Remino","raw_affiliation_strings":["Department of Mechanical and Industrial Engineering, University of Brescia, via Branze, 38, 25123 Brescia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6982-2999","affiliations":[{"raw_affiliation_string":"Department of Mechanical and Industrial Engineering, University of Brescia, via Branze, 38, 25123 Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034903604"],"corresponding_institution_ids":["https://openalex.org/I79940851"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":2.8671,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.90488425,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"24","issue":"6","first_page":"1783","last_page":"1783"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9993000030517578,"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":0.9993000030517578,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9944000244140625,"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/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9896000027656555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.8381557464599609},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7334080338478088},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.5888401865959167},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.5126792192459106},{"id":"https://openalex.org/keywords/pressure-sensor","display_name":"Pressure sensor","score":0.4559183716773987},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.4287388026714325},{"id":"https://openalex.org/keywords/pneumatic-cylinder","display_name":"Pneumatic cylinder","score":0.4277937710285187},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4171290993690491},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.415071576833725},{"id":"https://openalex.org/keywords/pneumatic-actuator","display_name":"Pneumatic actuator","score":0.4141475558280945},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.3920024335384369},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3859937787055969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3468936085700989},{"id":"https://openalex.org/keywords/actuator","display_name":"Actuator","score":0.3419942259788513},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.24640849232673645},{"id":"https://openalex.org/keywords/cylinder","display_name":"Cylinder","score":0.1692398190498352},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.12509259581565857},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10235375165939331},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.08921205997467041}],"concepts":[{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.8381557464599609},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7334080338478088},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5888401865959167},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.5126792192459106},{"id":"https://openalex.org/C41325743","wikidata":"https://www.wikidata.org/wiki/Q1261040","display_name":"Pressure sensor","level":2,"score":0.4559183716773987},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.4287388026714325},{"id":"https://openalex.org/C109217959","wikidata":"https://www.wikidata.org/wiki/Q4567087","display_name":"Pneumatic cylinder","level":3,"score":0.4277937710285187},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4171290993690491},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.415071576833725},{"id":"https://openalex.org/C170401851","wikidata":"https://www.wikidata.org/wiki/Q1965061","display_name":"Pneumatic actuator","level":3,"score":0.4141475558280945},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3920024335384369},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3859937787055969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3468936085700989},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.3419942259788513},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.24640849232673645},{"id":"https://openalex.org/C203311528","wikidata":"https://www.wikidata.org/wiki/Q34132","display_name":"Cylinder","level":2,"score":0.1692398190498352},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.12509259581565857},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10235375165939331},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.08921205997467041},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s24061783","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24061783","pdf_url":"https://www.mdpi.com/1424-8220/24/6/1783/pdf?version=1710057197","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38544048","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38544048","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:iris.unibs.it:11379/596367","is_oa":true,"landing_page_url":"https://hdl.handle.net/11379/596367","pdf_url":"https://hdl.handle.net/11379/596367","source":{"id":"https://openalex.org/S4306400804","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Brescia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10975079","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10975079","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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:c2ca836bb2074c27a3256cb7fe16168e","is_oa":false,"landing_page_url":"https://doaj.org/article/c2ca836bb2074c27a3256cb7fe16168e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 6, p 1783 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24061783","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24061783","pdf_url":"https://www.mdpi.com/1424-8220/24/6/1783/pdf?version=1710057197","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392655345.pdf"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W434598065","https://openalex.org/W616626659","https://openalex.org/W1487828597","https://openalex.org/W1948381673","https://openalex.org/W1969693267","https://openalex.org/W1990691270","https://openalex.org/W1993220166","https://openalex.org/W2018948410","https://openalex.org/W2027694279","https://openalex.org/W2045186954","https://openalex.org/W2074464702","https://openalex.org/W2081965423","https://openalex.org/W2132029223","https://openalex.org/W2135663228","https://openalex.org/W2142302071","https://openalex.org/W2146845468","https://openalex.org/W2147129131","https://openalex.org/W2153428002","https://openalex.org/W2471391594","https://openalex.org/W2479157699","https://openalex.org/W2480701669","https://openalex.org/W2559974428","https://openalex.org/W2759531725","https://openalex.org/W2914408901","https://openalex.org/W2920165241","https://openalex.org/W2943137869","https://openalex.org/W2948156171","https://openalex.org/W3007340161","https://openalex.org/W3034627031","https://openalex.org/W3089238591","https://openalex.org/W3123233593","https://openalex.org/W3184061371","https://openalex.org/W3200363347","https://openalex.org/W3213236509","https://openalex.org/W4200016808","https://openalex.org/W4200385936","https://openalex.org/W4206166171","https://openalex.org/W4224277791","https://openalex.org/W4233693377","https://openalex.org/W4310675616","https://openalex.org/W4378086477","https://openalex.org/W4385235274","https://openalex.org/W4387671982","https://openalex.org/W4388011843","https://openalex.org/W4388933874","https://openalex.org/W4390423549","https://openalex.org/W6615152891","https://openalex.org/W6628995210","https://openalex.org/W6682030815","https://openalex.org/W6981824332"],"related_works":["https://openalex.org/W2063741831","https://openalex.org/W2750323395","https://openalex.org/W3162171919","https://openalex.org/W2211400853","https://openalex.org/W2187636690","https://openalex.org/W3116899969","https://openalex.org/W2007566110","https://openalex.org/W3087863872","https://openalex.org/W2582632421","https://openalex.org/W1970906382"],"abstract_inverted_index":{"Machine":[0],"condition":[1,160],"monitoring":[2,24,161],"is":[3,94,155,168],"used":[4,95],"in":[5,184],"a":[6,11,21,25,29,35,60,84,127,132,145],"variety":[7],"of":[8,56,59,148,180],"industries":[9],"as":[10,34,50,103,105,171],"very":[12],"efficient":[13],"strategy":[14],"for":[15,52,80,112],"equipment":[16],"maintenance.":[17],"This":[18,165],"paper":[19],"presents":[20],"study":[22],"on":[23,122,126,163],"pneumatic":[26,61],"system":[27],"using":[28,65],"feed-forward":[30,133],"backpropagation":[31],"neural":[32,134],"network":[33,135],"classifier":[36],"and":[37,46,70,83,114],"compares":[38],"the":[39,57,100,141,178,185],"results":[40],"obtained":[41,125],"with":[42,144,151],"different":[43],"sensor":[44,86],"signals":[45],"associated":[47],"extracted":[48],"features":[49,98],"input":[51],"classification.":[53],"The":[54,117],"vibrations":[55],"body":[58],"cylinder":[62],"are":[63,87,110,120],"acquired":[64],"both":[66,81],"common":[67],"industrial":[68,186],"sensors":[69,72,79],"low-cost":[71,152],"integrated":[73],"into":[74],"an":[75],"Arduino":[76],"board.":[77],"Pressure":[78],"chambers":[82],"position":[85,115],"also":[88],"used.":[89],"Power":[90],"spectral":[91],"density":[92],"(PSD)":[93],"to":[96,139,157,175],"extract":[97],"from":[99],"acceleration":[101],"signals,":[102],"well":[104],"statistical":[106],"indices.":[107],"Statistical":[108],"indices":[109],"considered":[111],"pressure":[113],"sensors.":[116],"results,":[118],"which":[119],"based":[121,162],"experimental":[123],"data":[124],"test":[128],"bench,":[129],"show":[130],"that":[131],"makes":[136],"it":[137,154,172],"possible":[138,156],"identify":[140],"operating":[142],"states":[143],"good":[146],"degree":[147],"reliability.":[149],"Even":[150],"instrumentation,":[153],"realize":[158],"reliable":[159],"vibrations.":[164],"last":[166],"result":[167],"particularly":[169],"important":[170],"can":[173],"help":[174],"further":[176],"increase":[177],"uptake":[179],"this":[181],"maintenance":[182],"approach":[183],"environment.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}
