{"id":"https://openalex.org/W2015420537","doi":"https://doi.org/10.1016/j.procs.2012.01.086","title":"A combined soft computing-mechanics approach to inversely predict damage in bridges","display_name":"A combined soft computing-mechanics approach to inversely predict damage in bridges","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2015420537","doi":"https://doi.org/10.1016/j.procs.2012.01.086","mag":"2015420537"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2012.01.086","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2012.01.086","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2012.01.086","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049245862","display_name":"Ahmed H. Al-Rahmani","orcid":null},"institutions":[{"id":"https://openalex.org/I189590672","display_name":"Kansas State University","ror":"https://ror.org/05p1j8758","country_code":"US","type":"education","lineage":["https://openalex.org/I189590672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed H. Al-Rahmani","raw_affiliation_strings":["MS. Student, Department of Civil Engineering, Kansas State University, Manhattan, KS 66506, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MS. Student, Department of Civil Engineering, Kansas State University, Manhattan, KS 66506, USA","institution_ids":["https://openalex.org/I189590672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052841045","display_name":"Hayder A. Rasheed","orcid":"https://orcid.org/0000-0002-2675-6485"},"institutions":[{"id":"https://openalex.org/I189590672","display_name":"Kansas State University","ror":"https://ror.org/05p1j8758","country_code":"US","type":"education","lineage":["https://openalex.org/I189590672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hayder A. Rasheed","raw_affiliation_strings":["Associate Professor, Department of Civil Engineering, Kansas State University, Manhattan, KS 66506, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Department of Civil Engineering, Kansas State University, Manhattan, KS 66506, USA","institution_ids":["https://openalex.org/I189590672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024869573","display_name":"Yacoub M. Najjar","orcid":null},"institutions":[{"id":"https://openalex.org/I189590672","display_name":"Kansas State University","ror":"https://ror.org/05p1j8758","country_code":"US","type":"education","lineage":["https://openalex.org/I189590672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yacoub Najjar","raw_affiliation_strings":["Professor, Department of Civil Engineering, Kansas State University, Manhattan, KS 66506, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Professor, Department of Civil Engineering, Kansas State University, Manhattan, KS 66506, USA","institution_ids":["https://openalex.org/I189590672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I189590672"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":null,"first_page":"461","last_page":"466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9998999834060669,"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9998999834060669,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9990000128746033,"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":0.9987999796867371,"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/computer-science","display_name":"Computer science","score":0.8056490421295166},{"id":"https://openalex.org/keywords/stiffness","display_name":"Stiffness","score":0.7423261404037476},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6624324917793274},{"id":"https://openalex.org/keywords/girder","display_name":"Girder","score":0.6378191709518433},{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.6223728060722351},{"id":"https://openalex.org/keywords/cracking","display_name":"Cracking","score":0.537661612033844},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.5234541296958923},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.5216822624206543},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5199988484382629},{"id":"https://openalex.org/keywords/soft-computing","display_name":"Soft computing","score":0.4599420726299286},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.44366562366485596},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.43938976526260376},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3337818384170532},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22568148374557495},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.155686616897583},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09509024024009705},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07703337073326111}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8056490421295166},{"id":"https://openalex.org/C2779372316","wikidata":"https://www.wikidata.org/wiki/Q569057","display_name":"Stiffness","level":2,"score":0.7423261404037476},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6624324917793274},{"id":"https://openalex.org/C196316656","wikidata":"https://www.wikidata.org/wiki/Q1371480","display_name":"Girder","level":2,"score":0.6378191709518433},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.6223728060722351},{"id":"https://openalex.org/C58396970","wikidata":"https://www.wikidata.org/wiki/Q212749","display_name":"Cracking","level":2,"score":0.537661612033844},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.5234541296958923},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.5216822624206543},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5199988484382629},{"id":"https://openalex.org/C140073362","wikidata":"https://www.wikidata.org/wiki/Q738759","display_name":"Soft computing","level":3,"score":0.4599420726299286},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.44366562366485596},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.43938976526260376},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3337818384170532},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22568148374557495},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.155686616897583},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09509024024009705},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07703337073326111},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2012.01.086","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2012.01.086","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2012.01.086","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2012.01.086","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310131","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2020775711","https://openalex.org/W2023872052","https://openalex.org/W2043491709","https://openalex.org/W2169303706","https://openalex.org/W2315094874"],"related_works":["https://openalex.org/W2358813568","https://openalex.org/W239860936","https://openalex.org/W2610809438","https://openalex.org/W2371951887","https://openalex.org/W3151604180","https://openalex.org/W4377700919","https://openalex.org/W2095509376","https://openalex.org/W2188229296","https://openalex.org/W2947830207","https://openalex.org/W2354197968"],"abstract_inverted_index":{"Abstract":[0],"This":[3],"study":[4],"aims":[5],"to":[6,44,57,65,76,80],"facilitate":[7],"damage":[8],"detection":[9],"in":[10,42,111,175],"concrete":[11],"bridge":[12],"girders":[13],"without":[14],"the":[15,68,117,122,125,155,158,176,185,192,198],"need":[16],"for":[17],"visual":[18],"inspection":[19],"while":[20],"minimizing":[21],"field":[22],"measurements.":[23],"Beams":[24],"with":[25,97,128],"different":[26],"material":[27,130],"parameters":[28,133],"and":[29,101,105,131,136],"cracking":[30,71,132],"patterns":[31],"are":[32,167,173],"modeled":[33,110],"using":[34],"mechanics-based":[35],"ABAQUS":[36],"finite":[37],"element":[38],"analysis":[39],"software":[40],"program":[41],"order":[43],"obtain":[45],"stiffness":[46,103,137,171],"values":[47,138,151],"at":[48],"specified":[49],"nodes.":[50],"The":[51,73],"resulting":[52],"database":[53],"is":[54,75,90],"then":[55],"used":[56],"train":[58],"an":[59,82],"Artificial":[60],"Neural":[61],"Network":[62],"(ANN)":[63],"model":[64],"inversely":[66],"predict":[67],"most":[69],"probable":[70],"pattern.":[72],"aim":[74],"use":[77],"ANN":[78,118,177],"approach":[79,119],"solve":[81],"inverse":[83,156],"problem":[84],"where":[85],"a":[86,106],"unique":[87],"analytical":[88],"solution":[89],"not":[91],"attainable.":[92],"Accordingly,":[93],"simple":[94],"span":[95],"beams":[96],"3,":[98],"5,":[99],"7":[100],"9":[102],"nodes":[104,172],"single":[107],"crack":[108],"were":[109,141],"this":[112],"work.":[113],"To":[114],"confirm":[115],"that":[116,162,183],"can":[120],"characterize":[121],"logic":[123],"within":[124],"databases,":[126],"networks":[127,144],"geometric":[129],"as":[134,139],"inputs":[135],"outputs":[140,189],"created.":[142],"These":[143],"provided":[145,196],"excellent":[146],"prediction":[147,164],"accuracy":[148,165],"measures":[149,166],"(R2":[150],">":[152],"99%).":[153],"For":[154],"problem,":[157],"noted":[159],"trend":[160],"shows":[161],"better":[163],"achieved":[168],"when":[169],"more":[170],"utilized":[174],"modeling":[178],"process.":[179],"It":[180],"was":[181],"observed":[182],"decreasing":[184],"number":[186],"of":[187,194],"required":[188],"immensely":[190],"improves":[191],"quality":[193],"predictions":[195],"by":[197],"ANN.":[199]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
