{"id":"https://openalex.org/W4403242148","doi":"https://doi.org/10.3390/jsan13050064","title":"A Spectral-Based Blade Fault Detection in Shot Blast Machines with XGBoost and Feature Importance","display_name":"A Spectral-Based Blade Fault Detection in Shot Blast Machines with XGBoost and Feature Importance","publication_year":2024,"publication_date":"2024-10-09","ids":{"openalex":"https://openalex.org/W4403242148","doi":"https://doi.org/10.3390/jsan13050064"},"language":"en","primary_location":{"id":"doi:10.3390/jsan13050064","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jsan13050064","pdf_url":"https://www.mdpi.com/2224-2708/13/5/64/pdf?version=1728482057","source":{"id":"https://openalex.org/S2736633529","display_name":"Journal of Sensor and Actuator Networks","issn_l":"2224-2708","issn":["2224-2708"],"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":"Journal of Sensor and Actuator Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2224-2708/13/5/64/pdf?version=1728482057","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040793579","display_name":"Joon-Hyuk Lee","orcid":"https://orcid.org/0000-0002-4575-8099"},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joon-Hyuk Lee","raw_affiliation_strings":["Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea","institution_ids":["https://openalex.org/I113409471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022603237","display_name":"Chibuzo Nwabufo Okwuosa","orcid":"https://orcid.org/0000-0001-6501-5201"},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chibuzo Nwabufo Okwuosa","raw_affiliation_strings":["Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-6501-5201","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea","institution_ids":["https://openalex.org/I113409471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111390072","display_name":"B.C. Shin","orcid":null},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Baek Cheon Shin","raw_affiliation_strings":["Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-2366-2376","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea","institution_ids":["https://openalex.org/I113409471"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101629492","display_name":"Jang-Wook Hur","orcid":null},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jang-Wook Hur","raw_affiliation_strings":["Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering (Department of Aeronautics, Mechanical and Electronic Convergence Engineering), Kumoh National Institute of Technology, 61 Daehak-ro, Gumi-si 39177, Gyeonsangbuk-do, Republic of Korea","institution_ids":["https://openalex.org/I113409471"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101629492"],"corresponding_institution_ids":["https://openalex.org/I113409471"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.7705,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.6770633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"13","issue":"5","first_page":"64","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12282","display_name":"Mineral Processing and Grinding","score":0.9921000003814697,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.9921000003814697,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9621999859809875,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9431999921798706,"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/shot","display_name":"Shot (pellet)","score":0.8191835880279541},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8063851594924927},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6325113773345947},{"id":"https://openalex.org/keywords/blade","display_name":"Blade (archaeology)","score":0.6149885058403015},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.61442631483078},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5326464176177979},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4414823055267334},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11296910047531128},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.09042578935623169},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.08694812655448914},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05422458052635193}],"concepts":[{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.8191835880279541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8063851594924927},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6325113773345947},{"id":"https://openalex.org/C2776132848","wikidata":"https://www.wikidata.org/wiki/Q3045036","display_name":"Blade (archaeology)","level":2,"score":0.6149885058403015},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.61442631483078},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5326464176177979},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4414823055267334},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11296910047531128},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.09042578935623169},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.08694812655448914},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05422458052635193},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/jsan13050064","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jsan13050064","pdf_url":"https://www.mdpi.com/2224-2708/13/5/64/pdf?version=1728482057","source":{"id":"https://openalex.org/S2736633529","display_name":"Journal of Sensor and Actuator Networks","issn_l":"2224-2708","issn":["2224-2708"],"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":"Journal of Sensor and Actuator Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:46cfd94e314b49029b84fc18c015a826","is_oa":true,"landing_page_url":"https://doaj.org/article/46cfd94e314b49029b84fc18c015a826","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Sensor and Actuator Networks, Vol 13, Iss 5, p 64 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/jsan13050064","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jsan13050064","pdf_url":"https://www.mdpi.com/2224-2708/13/5/64/pdf?version=1728482057","source":{"id":"https://openalex.org/S2736633529","display_name":"Journal of Sensor and Actuator Networks","issn_l":"2224-2708","issn":["2224-2708"],"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":"Journal of Sensor and Actuator Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G6300581300","display_name":null,"funder_award_id":"IITP-2024-RS-2024-00438430","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8562087613","display_name":null,"funder_award_id":"IITP-2024-RS-2024-00438430","funder_id":"https://openalex.org/F4320324891","funder_display_name":"Iran Telecommunication Research Center"}],"funders":[{"id":"https://openalex.org/F4320324891","display_name":"Iran Telecommunication Research Center","ror":"https://ror.org/01a3g2z22"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403242148.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2073614183","https://openalex.org/W2133001976","https://openalex.org/W2534684863","https://openalex.org/W2808779485","https://openalex.org/W2810292802","https://openalex.org/W2890196526","https://openalex.org/W2911826113","https://openalex.org/W2954766832","https://openalex.org/W2993853848","https://openalex.org/W2998506103","https://openalex.org/W3002656377","https://openalex.org/W3007074807","https://openalex.org/W3013368619","https://openalex.org/W3087865488","https://openalex.org/W3100179140","https://openalex.org/W3112027083","https://openalex.org/W3134022804","https://openalex.org/W3139271288","https://openalex.org/W3161224560","https://openalex.org/W3163755028","https://openalex.org/W3194407837","https://openalex.org/W3199808584","https://openalex.org/W3200063094","https://openalex.org/W4205204807","https://openalex.org/W4206755370","https://openalex.org/W4235594362","https://openalex.org/W4283069363","https://openalex.org/W4303648677","https://openalex.org/W4316369090","https://openalex.org/W4365790427","https://openalex.org/W4387650641","https://openalex.org/W4389231539","https://openalex.org/W4400050319","https://openalex.org/W4400800375","https://openalex.org/W6790808313","https://openalex.org/W6801866233"],"related_works":["https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W4403053041","https://openalex.org/W2335255251","https://openalex.org/W2505833876","https://openalex.org/W2366718574"],"abstract_inverted_index":{"The":[0,68,146],"optimal":[1],"functionality":[2],"and":[3,14,20,28,48,97,123],"dependability":[4],"of":[5,17,33,39,63,74,107,157,164],"mechanical":[6,35],"systems":[7],"are":[8,127],"important":[9],"for":[10,58,84],"the":[11,31,60,71,75,80,99,104,119,143,150,154,175,180],"sustained":[12],"productivity":[13],"operational":[15],"reliability":[16],"industrial":[18,66,81],"machinery,":[19],"have":[21],"a":[22,34,54,89,160],"direct":[23],"impact":[24],"on":[25],"its":[26,40],"longevity":[27],"profitability.":[29],"Therefore,":[30],"failure":[32],"system":[36],"or":[37],"any":[38],"components":[41],"would":[42],"be":[43],"detrimental":[44],"to":[45,95,177],"production":[46],"continuity":[47],"availability.":[49],"Consequently,":[50],"this":[51],"study":[52,176],"proposes":[53],"robust":[55],"diagnostic":[56],"framework":[57,69],"analyzing":[59],"blade":[61],"conditions":[62],"shot":[64,82],"blast":[65,83],"machinery.":[67],"explores":[70],"spectral":[72],"characteristics":[73],"vibration":[76],"signals":[77],"generated":[78],"by":[79],"discriminative":[85],"feature":[86,112,120],"excitement.":[87],"Furthermore,":[88],"peak":[90,105],"detection":[91],"algorithm":[92,114],"is":[93,115],"introduced":[94],"identify":[96],"extract":[98],"unique":[100],"features":[101,126],"present":[102],"in":[103,174],"magnitudes":[106],"each":[108],"signal":[109],"spectrum.":[110],"A":[111],"importance":[113],"then":[116],"deployed":[117],"as":[118,142],"selection":[121],"tool,":[122],"these":[124],"selected":[125],"fed":[128],"into":[129],"ten":[130],"machine":[131],"learning":[132],"classifiers":[133],"(MLCs),":[134],"with":[135,159],"extreme":[136],"gradient":[137],"boosting":[138],"(XGBoost":[139],"(version":[140],"2.1.1))":[141],"core":[144],"classifier.":[145],"results":[147],"show":[148],"that":[149],"XGBoost":[151],"classifier":[152],"achieved":[153],"best":[155],"accuracy":[156],"98.05%,":[158],"cost-efficient":[161],"computational":[162],"cost":[163],"0.83":[165],"s.":[166],"Other":[167],"global":[168],"assessment":[169],"metrics":[170],"were":[171],"also":[172],"implemented":[173],"further":[178],"validate":[179],"model.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
