{"id":"https://openalex.org/W4318147833","doi":"https://doi.org/10.1109/bigdata55660.2022.10020375","title":"A Novel Machine Learning Based Framework for Bridge Condition Analysis","display_name":"A Novel Machine Learning Based Framework for Bridge Condition Analysis","publication_year":2022,"publication_date":"2022-12-17","ids":{"openalex":"https://openalex.org/W4318147833","doi":"https://doi.org/10.1109/bigdata55660.2022.10020375"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata55660.2022.10020375","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata55660.2022.10020375","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083502477","display_name":"Mohammad Masum","orcid":"https://orcid.org/0000-0001-9974-6950"},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Masum","raw_affiliation_strings":["San Jose State University,Department of Applied Data Science,San Jose,USA","Department of Applied Data Science, San Jose State University, San Jose, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University,Department of Applied Data Science,San Jose,USA","institution_ids":["https://openalex.org/I51504820"]},{"raw_affiliation_string":"Department of Applied Data Science, San Jose State University, San Jose, USA","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009454024","display_name":"Nafisa Anjum","orcid":"https://orcid.org/0000-0002-8674-1189"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nafisa Anjum","raw_affiliation_strings":["Kennesaw State University,Department of Information Technology,USA","Department of Information Technology, Kennesaw State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Department of Information Technology,USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Information Technology, Kennesaw State University, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007582133","display_name":"Md Jobair Hossain Faruk","orcid":"https://orcid.org/0000-0002-6316-5334"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Jobair Hossain Faruk","raw_affiliation_strings":["Kennesaw State University,Department of Software Engineering and Game Development,USA","Department of Software Engineering and Game Development, Kennesaw State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Department of Software Engineering and Game Development,USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Software Engineering and Game Development, Kennesaw State University, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052820694","display_name":"Hossain Shahriar","orcid":"https://orcid.org/0000-0003-1021-7986"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hossain Shahriar","raw_affiliation_strings":["Kennesaw State University,Department of Information Technology,USA","Department of Information Technology, Kennesaw State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Department of Information Technology,USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Information Technology, Kennesaw State University, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009948031","display_name":"Md Nazmus Sakib","orcid":"https://orcid.org/0000-0002-7006-7409"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nazmus Sakib","raw_affiliation_strings":["Kennesaw State University,Department of Information Technology,USA","Department of Information Technology, Kennesaw State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Department of Information Technology,USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Information Technology, Kennesaw State University, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053766392","display_name":"Maria Valero","orcid":"https://orcid.org/0000-0001-8913-9604"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maria Valero","raw_affiliation_strings":["Kennesaw State University,Department of Information Technology,USA","Department of Information Technology, Kennesaw State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Department of Information Technology,USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Information Technology, Kennesaw State University, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020134006","display_name":"Azharul Karim","orcid":"https://orcid.org/0000-0001-9074-0384"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M.A. Karim","raw_affiliation_strings":["Kennesaw State University,Department of Civil and Environmental Engineering,USA","Department of Civil and Environmental Engineering, Kennesaw State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kennesaw State University,Department of Civil and Environmental Engineering,USA","institution_ids":["https://openalex.org/I172980758"]},{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Kennesaw State University, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069063267","display_name":"Akond Rahman","orcid":"https://orcid.org/0000-0002-5056-757X"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akond Rahman","raw_affiliation_strings":["Auburn University,Department of Computer Science and Software Engineering,USA","Department of Computer Science and Software Engineering, Auburn University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Auburn University,Department of Computer Science and Software Engineering,USA","institution_ids":["https://openalex.org/I82497590"]},{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Auburn University, USA","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038803920","display_name":"Fan Wu","orcid":"https://orcid.org/0000-0003-2797-4692"},"institutions":[{"id":"https://openalex.org/I6026837","display_name":"Tuskegee University","ror":"https://ror.org/0137n4m74","country_code":"US","type":"education","lineage":["https://openalex.org/I6026837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fan Wu","raw_affiliation_strings":["Tuskegee University,Department of Computer Science,USA","Department of Computer Science, Tuskegee University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tuskegee University,Department of Computer Science,USA","institution_ids":["https://openalex.org/I6026837"]},{"raw_affiliation_string":"Department of Computer Science, Tuskegee University, USA","institution_ids":["https://openalex.org/I6026837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053225136","display_name":"Alfredo Cuzzocrea","orcid":"https://orcid.org/0000-0002-7104-6415"},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alfredo Cuzzocrea","raw_affiliation_strings":["University of Calabria,iDEA Lab,Rende,Italy","iDEA Lab, University of Calabria, Rende, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Calabria,iDEA Lab,Rende,Italy","institution_ids":["https://openalex.org/I45204951"]},{"raw_affiliation_string":"iDEA Lab, University of Calabria, Rende, Italy","institution_ids":["https://openalex.org/I45204951"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0767,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.95093674,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"5530","last_page":"5535"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9997000098228455,"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":0.9997000098228455,"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/T11850","display_name":"Concrete Corrosion and Durability","score":0.958899974822998,"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/T10809","display_name":"Occupational Health and Safety Research","score":0.9557999968528748,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.8617029190063477},{"id":"https://openalex.org/keywords/prosperity","display_name":"Prosperity","score":0.7206470966339111},{"id":"https://openalex.org/keywords/traverse","display_name":"Traverse","score":0.6938782334327698},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5225624442100525},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5101988315582275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38583308458328247},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3717186450958252},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35731324553489685},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3266465961933136},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3121539354324341},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.09803497791290283}],"concepts":[{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.8617029190063477},{"id":"https://openalex.org/C2776554220","wikidata":"https://www.wikidata.org/wiki/Q1760011","display_name":"Prosperity","level":2,"score":0.7206470966339111},{"id":"https://openalex.org/C176809094","wikidata":"https://www.wikidata.org/wiki/Q15401496","display_name":"Traverse","level":2,"score":0.6938782334327698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5225624442100525},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5101988315582275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38583308458328247},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3717186450958252},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35731324553489685},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3266465961933136},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3121539354324341},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.09803497791290283},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata55660.2022.10020375","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata55660.2022.10020375","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W85115000","https://openalex.org/W1728736911","https://openalex.org/W1851418048","https://openalex.org/W2024320383","https://openalex.org/W2131266752","https://openalex.org/W2241948895","https://openalex.org/W2342915151","https://openalex.org/W2395931208","https://openalex.org/W2750102582","https://openalex.org/W2974839526","https://openalex.org/W3002210514","https://openalex.org/W3037166419","https://openalex.org/W3103169479","https://openalex.org/W3105372878","https://openalex.org/W4200077961","https://openalex.org/W4213177737","https://openalex.org/W4246645623","https://openalex.org/W6738312434"],"related_works":["https://openalex.org/W2364724682","https://openalex.org/W2377402383","https://openalex.org/W2380835401","https://openalex.org/W2381912691","https://openalex.org/W2350381577","https://openalex.org/W2353618196","https://openalex.org/W2348074676","https://openalex.org/W2385033175","https://openalex.org/W2374043190","https://openalex.org/W2363298784"],"abstract_inverted_index":{"Bridges":[0],"play":[1],"a":[2,20,137,140,160],"vital":[3],"part":[4],"in":[5,48,100,104,203,236],"the":[6,11,31,36,60,81,173,186,191,197,204,211,223],"transportation":[7,14],"system":[8],"by":[9,26,231],"ensuring":[10],"connectedness":[12],"of":[13,39,59,182,238],"systems,":[15],"which":[16],"is":[17,86,149],"critical":[18,49,150],"for":[19,151,214],"country\u2019s":[21,61],"social":[22],"and":[23,56,67,92,99,143,202,242],"economic":[24],"prosperity":[25],"offering":[27],"daily":[28],"mobility":[29],"to":[30,35,88,110,119,210],"people.":[32],"However,":[33],"according":[34],"American":[37],"Society":[38],"Civil":[40],"Engineers":[41],"(ASCE":[42],"2017),":[43],"many":[44,101],"U.S.":[45],"bridges":[46],"are":[47,194,208],"condition,":[50],"raising":[51],"safety":[52],"issues,":[53],"with":[54],"9.1":[55],"13.6":[57],"percent":[58],"614,387":[62],"bridges,":[63],"respectively,":[64],"structurally":[65,77],"defective,":[66],"functionally":[68],"obsolete.":[69],"Every":[70],"day,":[71],"178":[72],"million":[73],"people":[74],"traverse":[75],"these":[76],"defective":[78],"bridges.":[79],"Furthermore,":[80],"average":[82],"annual":[83],"failure":[84],"rate":[85],"expected":[87],"be":[89],"between":[90],"87":[91],"222.":[93],"Bridge":[94,124,175],"breakdowns":[95],"have":[96],"disastrous":[97],"repercussions,":[98],"cases,":[102],"result":[103],"death.":[105],"While":[106],"bridge":[107,112,134,145,162,215,229],"authorities":[108,125],"strive":[109],"improve":[111],"conditions,":[113],"budget":[114],"limits":[115],"make":[116,120],"it":[117],"difficult":[118],"cost-effective":[121],"maintenance":[122,153],"decisions.":[123],"distribute":[126],"limited":[127],"repair":[128],"resources":[129],"based":[130],"on":[131,172],"projected":[132],"future":[133],"conditions.":[135],"As":[136],"result,":[138],"building":[139],"data-driven,":[141],"autonomous,":[142],"effective":[144],"condition":[146,163,216],"prediction":[147,164],"model":[148],"improving":[152],"decision-making.":[154],"In":[155],"this":[156],"paper,":[157],"we":[158],"present":[159],"novel":[161],"framework":[165,180,225],"using":[166,196],"advanced":[167],"Machine":[168],"Learning":[169],"(ML)":[170],"algorithms":[171],"National":[174],"Inventory":[176],"(NBI)":[177],"dataset.":[178],"The":[179,218],"consists":[181],"two":[183],"stages,":[184],"where":[185],"most":[187],"informative":[188],"features":[189,213],"from":[190],"NBI":[192],"dataset":[193],"selected":[195,212],"Recursive":[198],"Feature":[199],"Elimination":[200],"process":[201],"2ndstep,":[205],"ML":[206],"classifiers":[207],"applied":[209],"prediction.":[217],"experimental":[219],"results":[220,235],"show":[221],"that":[222],"proposed":[224],"can":[226],"effectively":[227],"predict":[228],"conditions":[230],"producing":[232],"highly":[233],"accurate":[234],"terms":[237],"accuracy,":[239],"precision,":[240],"recall,":[241],"f1-score.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
