{"id":"https://openalex.org/W4306685151","doi":"https://doi.org/10.1007/s41095-021-0265-1","title":"A Voronoi diagram approach for detecting defects in 3D printed fiber-reinforced polymers from microscope images","display_name":"A Voronoi diagram approach for detecting defects in 3D printed fiber-reinforced polymers from microscope images","publication_year":2022,"publication_date":"2022-10-18","ids":{"openalex":"https://openalex.org/W4306685151","doi":"https://doi.org/10.1007/s41095-021-0265-1"},"language":"en","primary_location":{"id":"doi:10.1007/s41095-021-0265-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41095-021-0265-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41095-021-0265-1.pdf","source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Computational Visual Media","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s41095-021-0265-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003459439","display_name":"Xiang Li","orcid":"https://orcid.org/0000-0001-5936-8457"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xiang Li","raw_affiliation_strings":["University of California Berkeley, Berkeley, California, 94720, USA"],"affiliations":[{"raw_affiliation_string":"University of California Berkeley, Berkeley, California, 94720, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028643684","display_name":"Sara McMains","orcid":"https://orcid.org/0000-0002-7152-9409"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sara McMains","raw_affiliation_strings":["University of California Berkeley, Berkeley, California, 94720, USA"],"affiliations":[{"raw_affiliation_string":"University of California Berkeley, Berkeley, California, 94720, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5003459439"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":1.4883,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.84425077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"9","issue":"1","first_page":"41","last_page":"56"},"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":0.9995999932289124,"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":0.9995999932289124,"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/T10638","display_name":"Optical measurement and interference techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12549","display_name":"Image and Object Detection Techniques","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/voronoi-diagram","display_name":"Voronoi diagram","score":0.863563060760498},{"id":"https://openalex.org/keywords/fibre-reinforced-plastic","display_name":"Fibre-reinforced plastic","score":0.7575693726539612},{"id":"https://openalex.org/keywords/fiber","display_name":"Fiber","score":0.6249403953552246},{"id":"https://openalex.org/keywords/microscope","display_name":"Microscope","score":0.5786904692649841},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5586663484573364},{"id":"https://openalex.org/keywords/diagram","display_name":"Diagram","score":0.5490005612373352},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.45324602723121643},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4086235761642456},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34676986932754517},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.3422490060329437},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.31375008821487427},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.24011918902397156},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.21435606479644775},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17328807711601257},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.16312959790229797},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13576826453208923},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07965192198753357}],"concepts":[{"id":"https://openalex.org/C24881265","wikidata":"https://www.wikidata.org/wiki/Q757267","display_name":"Voronoi diagram","level":2,"score":0.863563060760498},{"id":"https://openalex.org/C76344452","wikidata":"https://www.wikidata.org/wiki/Q263125","display_name":"Fibre-reinforced plastic","level":2,"score":0.7575693726539612},{"id":"https://openalex.org/C519885992","wikidata":"https://www.wikidata.org/wiki/Q161","display_name":"Fiber","level":2,"score":0.6249403953552246},{"id":"https://openalex.org/C67649825","wikidata":"https://www.wikidata.org/wiki/Q196538","display_name":"Microscope","level":2,"score":0.5786904692649841},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5586663484573364},{"id":"https://openalex.org/C186399060","wikidata":"https://www.wikidata.org/wiki/Q959962","display_name":"Diagram","level":2,"score":0.5490005612373352},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.45324602723121643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4086235761642456},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34676986932754517},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3422490060329437},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.31375008821487427},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.24011918902397156},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.21435606479644775},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17328807711601257},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.16312959790229797},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13576826453208923},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07965192198753357},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s41095-021-0265-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41095-021-0265-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41095-021-0265-1.pdf","source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Computational Visual Media","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6c43fef3c54a40409a291ba272348f4e","is_oa":true,"landing_page_url":"https://doaj.org/article/6c43fef3c54a40409a291ba272348f4e","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":"Computational Visual Media, Vol 9, Iss 1, Pp 41-56 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s41095-021-0265-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41095-021-0265-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41095-021-0265-1.pdf","source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Computational Visual Media","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4699999988079071}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321142","display_name":"Hanyang University","ror":"https://ror.org/046865y68"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4306685151.pdf","grobid_xml":"https://content.openalex.org/works/W4306685151.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1521188092","https://openalex.org/W1861750978","https://openalex.org/W1983595354","https://openalex.org/W2029943123","https://openalex.org/W2039506401","https://openalex.org/W2041844522","https://openalex.org/W2043891278","https://openalex.org/W2050042364","https://openalex.org/W2050905577","https://openalex.org/W2075866483","https://openalex.org/W2078290150","https://openalex.org/W2099540110","https://openalex.org/W2129412583","https://openalex.org/W2141968974","https://openalex.org/W2151631165","https://openalex.org/W2160625826","https://openalex.org/W2231801657","https://openalex.org/W2341482533","https://openalex.org/W2343072925","https://openalex.org/W2508687449","https://openalex.org/W2587827816","https://openalex.org/W2609695919","https://openalex.org/W2733827376","https://openalex.org/W2900404104","https://openalex.org/W2900561353","https://openalex.org/W2954808567","https://openalex.org/W2963730037","https://openalex.org/W2984587063","https://openalex.org/W3025863175","https://openalex.org/W3194819587","https://openalex.org/W3211777361","https://openalex.org/W4242733942"],"related_works":["https://openalex.org/W3020555194","https://openalex.org/W17155033","https://openalex.org/W2793256277","https://openalex.org/W2348235448","https://openalex.org/W4360958759","https://openalex.org/W2116218375","https://openalex.org/W2389906634","https://openalex.org/W288156810","https://openalex.org/W176898926","https://openalex.org/W1562406979"],"abstract_inverted_index":{"Fiber-reinforced":[0],"polymer":[1],"(FRP)":[2],"composites":[3],"are":[4,101],"increasingly":[5],"popular":[6],"due":[7],"to":[8,12,17,48,90,103],"their":[9,83],"superior":[10],"strength":[11],"weight":[13],"ratio.":[14],"In":[15,40],"contrast":[16],"significant":[18,113],"recent":[19],"advances":[20],"in":[21,59,130],"automating":[22],"the":[23,56,76],"FRP":[24,62,110],"manufacturing":[25],"process":[26],"via":[27],"3D":[28,60,108],"printing,":[29],"quality":[30],"inspection":[31],"and":[32,38,78,86,97],"defect":[33],"detection":[34],"remain":[35],"largely":[36],"manual":[37],"inefficient.":[39],"this":[41],"paper,":[42],"we":[43,74],"propose":[44],"a":[45],"new":[46],"approach":[47],"automatically":[49],"detect,":[50],"from":[51],"microscope":[52,72],"images,":[53,73],"one":[54],"of":[55,80,107,124,126],"major":[57],"defects":[58],"printed":[61,109],"parts:":[63],"fiber-deficient":[64,92],"areas":[65],"(or":[66],"equivalently,":[67],"resin-rich":[68],"areas).":[69],"From":[70],"cross-sectional":[71],"detect":[75],"locations":[77],"sizes":[79],"fibers,":[81],"construct":[82],"Voronoi":[84,95],"diagram,":[85],"employ":[87],"\u03b1-shape":[88,98],"theory":[89],"determine":[91],"areas.":[93],"Our":[94,116],"diagram":[96],"construction":[99],"algorithms":[100,117],"specialized":[102],"exploit":[104],"typical":[105],"characteristics":[106],"parts,":[111],"giving":[112],"efficiency":[114],"gains.":[115],"robustly":[118],"handle":[119],"real-world":[120],"inputs":[121],"containing":[122],"hundreds":[123],"thousands":[125],"fiber":[127],"cross-sections,":[128],"whether":[129],"general":[131],"or":[132],"non-general":[133],"position.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}