{"id":"https://openalex.org/W4306762137","doi":"https://doi.org/10.3390/s22207907","title":"An Automatic Defect Detection System for Petrochemical Pipeline Based on Cycle-GAN and YOLO v5","display_name":"An Automatic Defect Detection System for Petrochemical Pipeline Based on Cycle-GAN and YOLO v5","publication_year":2022,"publication_date":"2022-10-17","ids":{"openalex":"https://openalex.org/W4306762137","doi":"https://doi.org/10.3390/s22207907","pmid":"https://pubmed.ncbi.nlm.nih.gov/36298258"},"language":"en","primary_location":{"id":"doi:10.3390/s22207907","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22207907","pdf_url":"https://www.mdpi.com/1424-8220/22/20/7907/pdf?version=1666681985","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/1424-8220/22/20/7907/pdf?version=1666681985","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100444481","display_name":"Kun Chen","orcid":"https://orcid.org/0000-0003-1931-9823"},"institutions":[{"id":"https://openalex.org/I165745306","display_name":"Southwest Petroleum University","ror":"https://ror.org/03h17x602","country_code":"CN","type":"education","lineage":["https://openalex.org/I165745306"]},{"id":"https://openalex.org/I4210121541","display_name":"Tianjin Special Equipment Supervision and Inspection Technology Research Institute","ror":"https://ror.org/025mpfp07","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210121541"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Chen","raw_affiliation_strings":["Petroleum Engineering School, Southwest Petroleum University, Chengdu 610050, China","Tianjin Petrochemical Equipment and Instrumentation Research, Tianjin 300270, China"],"affiliations":[{"raw_affiliation_string":"Petroleum Engineering School, Southwest Petroleum University, Chengdu 610050, China","institution_ids":["https://openalex.org/I165745306"]},{"raw_affiliation_string":"Tianjin Petrochemical Equipment and Instrumentation Research, Tianjin 300270, China","institution_ids":["https://openalex.org/I4210121541"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340786","display_name":"Hongtao Li","orcid":"https://orcid.org/0000-0003-0883-7895"},"institutions":[{"id":"https://openalex.org/I4210121541","display_name":"Tianjin Special Equipment Supervision and Inspection Technology Research Institute","ror":"https://ror.org/025mpfp07","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210121541"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongtao Li","raw_affiliation_strings":["Tianjin Petrochemical Equipment and Instrumentation Research, Tianjin 300270, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Petrochemical Equipment and Instrumentation Research, Tianjin 300270, China","institution_ids":["https://openalex.org/I4210121541"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007104412","display_name":"Chunshu Li","orcid":"https://orcid.org/0000-0002-0705-7304"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chunshu Li","raw_affiliation_strings":["Tianjin Petrochemical Corporation, Tianjin 300270, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Petrochemical Corporation, Tianjin 300270, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083085634","display_name":"Xinyue Zhao","orcid":"https://orcid.org/0000-0002-7184-0985"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinyue Zhao","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023513006","display_name":"Shujie Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujie Wu","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005867726","display_name":"Yuxiao Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxiao Duan","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068193499","display_name":"Jinshen Wang","orcid":"https://orcid.org/0000-0002-8439-5120"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinshen Wang","raw_affiliation_strings":["School of Astronautics, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Astronautics, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5083085634"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":8.137,"has_fulltext":true,"cited_by_count":67,"citation_normalized_percentile":{"value":0.97868095,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"22","issue":"20","first_page":"7907","last_page":"7907"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9991000294685364,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9850000143051147,"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/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.9830999970436096,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/pipeline","display_name":"Pipeline (software)","score":0.8552411794662476},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.6007713079452515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5668286681175232},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5481827259063721},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.5020880699157715},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4860837757587433},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38452839851379395},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3542242646217346},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.33398905396461487}],"concepts":[{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.8552411794662476},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.6007713079452515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5668286681175232},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5481827259063721},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5020880699157715},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4860837757587433},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38452839851379395},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3542242646217346},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.33398905396461487},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s22207907","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22207907","pdf_url":"https://www.mdpi.com/1424-8220/22/20/7907/pdf?version=1666681985","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:36298258","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36298258","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:doaj.org/article:db9c9abacfc146bd81d85320f27a6fab","is_oa":true,"landing_page_url":"https://doaj.org/article/db9c9abacfc146bd81d85320f27a6fab","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 22, Iss 20, p 7907 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/20/7907/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22207907","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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; Volume 22; Issue 20; Pages: 7907","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9609589","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9609589","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"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"}],"best_oa_location":{"id":"doi:10.3390/s22207907","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22207907","pdf_url":"https://www.mdpi.com/1424-8220/22/20/7907/pdf?version=1666681985","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":[{"display_name":"Industry, innovation and infrastructure","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4306762137.pdf","grobid_xml":"https://content.openalex.org/works/W4306762137.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1493441771","https://openalex.org/W1536680647","https://openalex.org/W1989329448","https://openalex.org/W1989587560","https://openalex.org/W1994198993","https://openalex.org/W2012444155","https://openalex.org/W2020275273","https://openalex.org/W2070274273","https://openalex.org/W2086991944","https://openalex.org/W2102605133","https://openalex.org/W2107143616","https://openalex.org/W2143238378","https://openalex.org/W2144615120","https://openalex.org/W2150721269","https://openalex.org/W2158581396","https://openalex.org/W2164847484","https://openalex.org/W2193145675","https://openalex.org/W2252376542","https://openalex.org/W2548476003","https://openalex.org/W2593414223","https://openalex.org/W2613718673","https://openalex.org/W2618530766","https://openalex.org/W2743059945","https://openalex.org/W2788686737","https://openalex.org/W2898115834","https://openalex.org/W2912183379","https://openalex.org/W2922005503","https://openalex.org/W2950119225","https://openalex.org/W2953888523","https://openalex.org/W2962793481","https://openalex.org/W2963037989","https://openalex.org/W2963073614","https://openalex.org/W2963466857","https://openalex.org/W2970871020","https://openalex.org/W2982284503","https://openalex.org/W3008926194","https://openalex.org/W3017475358","https://openalex.org/W3036205077","https://openalex.org/W3039458202","https://openalex.org/W3040266635","https://openalex.org/W3083543291","https://openalex.org/W3093478663","https://openalex.org/W3096338035","https://openalex.org/W3106250896","https://openalex.org/W3110305765","https://openalex.org/W3125930480","https://openalex.org/W3127577574","https://openalex.org/W3134535149","https://openalex.org/W3135550350","https://openalex.org/W3169923162","https://openalex.org/W3181141488","https://openalex.org/W3208426670","https://openalex.org/W4211237505","https://openalex.org/W6675844443","https://openalex.org/W6752536971","https://openalex.org/W6758752629"],"related_works":["https://openalex.org/W4380433113","https://openalex.org/W4386072068","https://openalex.org/W252339960","https://openalex.org/W2390529043","https://openalex.org/W2378320433","https://openalex.org/W2358343511","https://openalex.org/W2071821326","https://openalex.org/W2051877971","https://openalex.org/W1970117064","https://openalex.org/W4292347844"],"abstract_inverted_index":{"Defect":[0],"detection":[1,17,43,67,162,167],"of":[2,29,52,118,121,126,216],"petrochemical":[3,70],"pipelines":[4],"is":[5,44,138,178],"an":[6,64],"important":[7],"task":[8],"for":[9,69,205],"industrial":[10],"production":[11],"safety.":[12],"At":[13],"present,":[14],"pipeline":[15,31,71,85,90,109,158,208],"defect":[16,66,86,127,142,166],"mainly":[18],"relies":[19],"on":[20,73,136,156,170,195],"closed":[21],"circuit":[22],"television":[23],"method":[24],"(CCTV)":[25],"to":[26,82,104,140,152],"take":[27],"video":[28],"the":[30,37,42,59,84,88,116,124,146,157,161,181,191,196,212],"inner":[32,110],"wall":[33,111],"and":[34,47,54,75,101,107,123,128,144,159,174,184,188,190,214],"then":[35],"detect":[36,153],"defective":[38,154],"area":[39],"manually,":[40],"so":[41],"very":[45],"time-consuming":[46],"has":[48],"a":[49,131,164],"high":[50],"rate":[51],"false":[53],"missed":[55],"detections.":[56],"To":[57],"solve":[58],"above":[60],"issues,":[61],"we":[62],"proposed":[63,139,200],"automatic":[65],"system":[68,201],"based":[72,135,169],"Cycle-GAN":[74,137],"improved":[76,171],"YOLO":[77,172],"v5.":[78],"Firstly,":[79],"in":[80,150,207],"order":[81,151],"create":[83,105],"dataset,":[87],"original":[89],"videos":[91],"need":[92],"pre-processing,":[93],"which":[94],"includes":[95],"frame":[96],"extraction,":[97],"unfolding,":[98],"illumination":[99],"balancing,":[100],"image":[102],"stitching":[103],"coherent":[106],"tiled":[108],"images.":[112],"Secondly,":[113],"aiming":[114],"at":[115],"problems":[117],"small":[119],"amount":[120],"samples":[122],"imbalance":[125],"non-defect":[129],"classes,":[130],"sample":[132],"enhancement":[133],"strategy":[134],"generate":[141],"images":[143],"expand":[145],"data":[147],"set.":[148,198],"Finally,":[149],"areas":[155],"improve":[160],"accuracy,":[163],"robust":[165],"model":[168],"v5":[173],"Transformer":[175],"attention":[176],"mechanism":[177],"proposed,":[179],"with":[180],"average":[182],"precision":[183],"recall":[185],"as":[186,193],"93.10%":[187],"90.96%,":[189],"F1-score":[192],"0.920":[194],"test":[197],"The":[199],"can":[202],"provide":[203],"reference":[204],"operators":[206],"health":[209],"inspection,":[210],"improving":[211],"efficiency":[213],"accuracy":[215],"detection.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
