{"id":"https://openalex.org/W4407253131","doi":"https://doi.org/10.3390/ma18040731","title":"Assessment of Cracking Development in Concrete Precast Crane Beams Using Optical and Deep Learning Methods","display_name":"Assessment of Cracking Development in Concrete Precast Crane Beams Using Optical and Deep Learning Methods","publication_year":2025,"publication_date":"2025-02-07","ids":{"openalex":"https://openalex.org/W4407253131","doi":"https://doi.org/10.3390/ma18040731","pmid":"https://pubmed.ncbi.nlm.nih.gov/40004255"},"language":"en","primary_location":{"id":"doi:10.3390/ma18040731","doi":"https://doi.org/10.3390/ma18040731","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ma18040731","pdf_url":"https://www.mdpi.com/1996-1944/18/4/731/pdf?version=1739348247","source":{"id":"https://openalex.org/S18714766","display_name":"Materials","issn_l":"1996-1944","issn":["1996-1944"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-140","russia-white-list-1","vabb-shw"],"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":"Materials","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1996-1944/18/4/731/pdf?version=1739348247","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034369006","display_name":"Marek S\u0142o\u0144ski","orcid":"https://orcid.org/0000-0001-8888-9112","observed_orcids":["https://orcid.org/0000-0001-8888-9112"]},"institutions":[{"id":"https://openalex.org/I24881138","display_name":"Cracow University of Technology","ror":"https://ror.org/00pdej676","country_code":"PL","type":"education","lineage":["https://openalex.org/I24881138"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Marek S\u0142o\u0144ski","raw_affiliation_strings":["Faculty of Civil Engineering, Cracow University of Technology, ul. Warszawska 24, 31-155 Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0001-8888-9112","affiliations":[{"raw_affiliation_string":"Faculty of Civil Engineering, Cracow University of Technology, ul. Warszawska 24, 31-155 Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I24881138"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5034369006"],"corresponding_institution_ids":["https://openalex.org/I24881138"],"apc_list":{"value":2600,"currency":"CHF","value_usd":3137},"apc_paid":{"value":2600,"currency":"CHF","value_usd":3137},"fwci":1.8676,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82471236,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"18","issue":"4","first_page":"731","last_page":"731"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9696999788284302,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9696999788284302,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.019200000911951065,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T12940","display_name":"Structural Engineering and Materials Analysis","score":0.006200000178068876,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/concrete-cracking","display_name":"concrete cracking","score":0.8159999847412109},{"id":"https://openalex.org/keywords/surface-crack-detection","display_name":"surface crack detection","score":0.8989999890327454},{"id":"https://openalex.org/keywords/crack-segmentation","display_name":"crack segmentation","score":0.7319999933242798},{"id":"https://openalex.org/keywords/u-net","display_name":"U-Net","score":0.9079999923706055},{"id":"https://openalex.org/keywords/digital-image-correlation","display_name":"digital image correlation","score":0.9319999814033508},{"id":"https://openalex.org/keywords/strain-measurement","display_name":"strain measurement","score":0.6890000104904175},{"id":"https://openalex.org/keywords/structural-health-monitoring","display_name":"structural health monitoring","score":0.8069999814033508},{"id":"https://openalex.org/keywords/aging-infrastructure","display_name":"aging infrastructure","score":0.7429999709129333},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"predictive maintenance","score":0.9490000009536743},{"id":"https://openalex.org/keywords/non-destructive-testing","display_name":"non-destructive testing","score":0.8190000057220459}],"concepts":[{"id":"https://openalex.org/C125450124","wikidata":"https://www.wikidata.org/wiki/Q831541","display_name":"Precast concrete","level":2,"score":0.8825162053108215},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.5652961730957031},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5261042714118958},{"id":"https://openalex.org/C115635565","wikidata":"https://www.wikidata.org/wiki/Q860900","display_name":"Digital image correlation","level":2,"score":0.5041722059249878},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44011932611465454},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4340170919895172},{"id":"https://openalex.org/C60584519","wikidata":"https://www.wikidata.org/wiki/Q610723","display_name":"Strain gauge","level":2,"score":0.4335600733757019},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.39288514852523804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2479323148727417},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1297532618045807},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/ma18040731","doi":"https://doi.org/10.3390/ma18040731","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ma18040731","pdf_url":"https://www.mdpi.com/1996-1944/18/4/731/pdf?version=1739348247","source":{"id":"https://openalex.org/S18714766","display_name":"Materials","issn_l":"1996-1944","issn":["1996-1944"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-140","russia-white-list-1","vabb-shw"],"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":"Materials","raw_type":"journal-article"},{"id":"pmid:40004255","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40004255","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,"listed_in":[],"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":"Materials (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11857642","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11857642","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11857642/pdf/materials-18-00731.pdf","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,"listed_in":[],"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":"Materials (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/ma18040731","doi":"https://doi.org/10.3390/ma18040731","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ma18040731","pdf_url":"https://www.mdpi.com/1996-1944/18/4/731/pdf?version=1739348247","source":{"id":"https://openalex.org/S18714766","display_name":"Materials","issn_l":"1996-1944","issn":["1996-1944"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-140","russia-white-list-1","vabb-shw"],"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":"Materials","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":1.0,"display_name":"Industry, innovation and infrastructure"}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/9","score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407253131.pdf","grobid_xml":"https://content.openalex.org/works/W4407253131.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1910657905","https://openalex.org/W2066815131","https://openalex.org/W2120356561","https://openalex.org/W2128880484","https://openalex.org/W2140340863","https://openalex.org/W2412782625","https://openalex.org/W2511065100","https://openalex.org/W2588612844","https://openalex.org/W2589870259","https://openalex.org/W2623046790","https://openalex.org/W2625840022","https://openalex.org/W2734349601","https://openalex.org/W2804860796","https://openalex.org/W2811289326","https://openalex.org/W2887597701","https://openalex.org/W2889494142","https://openalex.org/W2899803215","https://openalex.org/W2905163589","https://openalex.org/W2922073063","https://openalex.org/W2972897219","https://openalex.org/W2976255582","https://openalex.org/W2993318283","https://openalex.org/W2998636054","https://openalex.org/W3005933934","https://openalex.org/W3039785376","https://openalex.org/W3193768753","https://openalex.org/W4210771511","https://openalex.org/W4214703423","https://openalex.org/W4224244676","https://openalex.org/W4253589608","https://openalex.org/W4280491056","https://openalex.org/W4283770855","https://openalex.org/W4293078372","https://openalex.org/W4298129642","https://openalex.org/W4307296199","https://openalex.org/W4309742748","https://openalex.org/W4310350234","https://openalex.org/W4310721064","https://openalex.org/W4313558962","https://openalex.org/W4313584228","https://openalex.org/W4327915499","https://openalex.org/W4368352560","https://openalex.org/W4386026363","https://openalex.org/W4386723429","https://openalex.org/W4386968609","https://openalex.org/W4389274656","https://openalex.org/W4391074544","https://openalex.org/W4393934659","https://openalex.org/W4399678054","https://openalex.org/W4401457585","https://openalex.org/W7025341310"],"related_works":["https://openalex.org/W4214875542","https://openalex.org/W2382955806","https://openalex.org/W2284971701","https://openalex.org/W4226493464","https://openalex.org/W2314882793","https://openalex.org/W3133861977","https://openalex.org/W4253683815","https://openalex.org/W4288065159","https://openalex.org/W2951211570","https://openalex.org/W3103566983"],"abstract_inverted_index":{"The":[0,79,114],"longevity":[1],"and":[2,40,93,110,123],"safety":[3],"of":[4,14,18,68,77,85,95,116,129,144,156],"concrete":[5,23],"precast":[6,69],"crane":[7,70,99],"beams":[8,71],"significantly":[9],"impact":[10],"the":[11,65,83,86,142],"operational":[12],"integrity":[13],"industrial":[15,158],"infrastructure.":[16,159],"Assessment":[17],"surface":[19,96,108],"cracks":[20,97],"development":[21],"in":[22,98],"structural":[24,66,134],"elements":[25],"during":[26],"laboratory":[27],"tests":[28,140],"is":[29,104],"performed":[30],"mainly":[31],"by":[32],"applying":[33],"standard":[34],"tools":[35],"such":[36],"as":[37,150],"linear-variable-differential":[38],"transformers":[39],"strain":[41],"gauges.":[42],"This":[43],"paper":[44],"presents":[45],"a":[46,120,151],"novel":[47],"assessment":[48],"methodology":[49],"combining":[50],"deep":[51,87],"convolutional":[52],"neural":[53],"network":[54],"for":[55,91,153],"image":[56,60],"segmentation":[57,94],"with":[58],"digital":[59],"correlation":[61],"method":[62],"to":[63,106],"evaluate":[64],"health":[67],"after":[72],"more":[73],"than":[74],"fifty":[75],"years":[76],"service.":[78],"study":[80],"first":[81],"outlines":[82],"adaptation":[84],"learning":[88],"U-Net":[89],"architecture":[90],"detecting":[92],"beams.":[100],"Concurrently,":[101],"DIC":[102],"technique":[103],"employed":[105],"measure":[107],"strains":[109],"displacements":[111],"under":[112],"load.":[113],"integration":[115],"these":[117],"technologies":[118],"enables":[119],"non-destructive,":[121],"accurate,":[122],"detailed":[124],"analysis,":[125],"facilitating":[126],"early":[127],"detection":[128],"deterioration":[130],"that":[131],"may":[132],"compromise":[133],"safety.":[135],"Initial":[136],"results":[137],"from":[138],"field":[139],"validate":[141],"effectiveness":[143],"our":[145],"approach,":[146],"demonstrating":[147],"its":[148],"potential":[149],"tool":[152],"predictive":[154],"maintenance":[155],"aging":[157]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
