{"id":"https://openalex.org/W2907340692","doi":null,"title":"A Bayesian network approach to assess underwater scour around bridge foundations","display_name":"A Bayesian network approach to assess underwater scour around bridge foundations","publication_year":2018,"publication_date":"2018-07-10","ids":{"openalex":"https://openalex.org/W2907340692","mag":"2907340692"},"language":"en","primary_location":{"id":"pmh:oai:strathprints.strath.ac.uk:66014","doi":null,"is_oa":false,"landing_page_url":"https://strathprints.strath.ac.uk/view/author/1088475.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306402226","display_name":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I181647926","host_organization_name":"University of Strathclyde","host_organization_lineage":["https://openalex.org/I181647926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference or Workshop Item"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"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/A5041499794","display_name":"Andrea Maroni","orcid":"https://orcid.org/0000-0002-8715-2044","observed_orcids":["https://orcid.org/0000-0002-8715-2044"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andrea Maroni","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8715-2044","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025305326","display_name":"Enrico Tubaldi","orcid":"https://orcid.org/0000-0001-8565-8917","observed_orcids":["https://orcid.org/0000-0001-8565-8917"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Enrico Tubaldi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8565-8917","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085270080","display_name":"John Douglas","orcid":"https://orcid.org/0000-0003-3822-0060","observed_orcids":["https://orcid.org/0000-0003-3822-0060"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"John Douglas","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-3822-0060","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084167043","display_name":"Neil S. Ferguson","orcid":"https://orcid.org/0000-0002-3166-2694","observed_orcids":["https://orcid.org/0000-0002-3166-2694"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Neil Ferguson","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-3166-2694","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022936220","display_name":"Daniele Zonta","orcid":"https://orcid.org/0000-0002-7591-9519","observed_orcids":["https://orcid.org/0000-0002-7591-9519"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daniele Zonta","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-7591-9519","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055241083","display_name":"Hazel McDonald","orcid":"https://orcid.org/0000-0001-9583-841X","observed_orcids":["https://orcid.org/0000-0001-9583-841X"]},"institutions":[{"id":"https://openalex.org/I2802787992","display_name":"Transport Scotland","ror":"https://ror.org/05b56f310","country_code":"GB","type":"government","lineage":["https://openalex.org/I2801269068","https://openalex.org/I2802787992"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hazel McDonald","raw_affiliation_strings":["Transport Scotland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Transport Scotland","institution_ids":["https://openalex.org/I2802787992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046105551","display_name":"Euan Greenoak","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I81935515","display_name":"Network Rail","ror":"https://ror.org/02ct12k14","country_code":"GB","type":"company","lineage":["https://openalex.org/I81935515"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Euan Greenoak","raw_affiliation_strings":["Network Rail Scotland Route"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Network Rail Scotland Route","institution_ids":["https://openalex.org/I81935515"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Douglas Walker","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2802787992","display_name":"Transport Scotland","ror":"https://ror.org/05b56f310","country_code":"GB","type":"government","lineage":["https://openalex.org/I2801269068","https://openalex.org/I2802787992"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Douglas Walker","raw_affiliation_strings":["Transport Scotland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Transport Scotland","institution_ids":["https://openalex.org/I2802787992"]}]},{"author_position":"last","author":{"id":null,"display_name":"Christopher Green","orcid":"https://orcid.org/0000-0002-1984-4014","observed_orcids":["https://orcid.org/0000-0002-1984-4014"]},"institutions":[{"id":"https://openalex.org/I81935515","display_name":"Network Rail","ror":"https://ror.org/02ct12k14","country_code":"GB","type":"company","lineage":["https://openalex.org/I81935515"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christopher Green","raw_affiliation_strings":["Network Rail Scotland Route"],"raw_orcid":"https://orcid.org/0000-0002-1984-4014","affiliations":[{"raw_affiliation_string":"Network Rail Scotland Route","institution_ids":["https://openalex.org/I81935515"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10577","display_name":"Hydrology and Sediment Transport Processes","score":0.37130001187324524,"subfield":{"id":"https://openalex.org/subfields/1904","display_name":"Earth-Surface Processes"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10577","display_name":"Hydrology and Sediment Transport Processes","score":0.37130001187324524,"subfield":{"id":"https://openalex.org/subfields/1904","display_name":"Earth-Surface Processes"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12293","display_name":"Dam Engineering and Safety","score":0.10840000212192535,"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/T12022","display_name":"Hydraulic flow and structures","score":0.07729999721050262,"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/bridge-foundations","display_name":"bridge foundations","score":0.9150000214576721},{"id":"https://openalex.org/keywords/flood-induced-scour","display_name":"flood-induced scour","score":0.9639999866485596},{"id":"https://openalex.org/keywords/bayesian-networks","display_name":"Bayesian networks","score":0.9269999861717224},{"id":"https://openalex.org/keywords/scour-monitoring","display_name":"scour monitoring","score":0.5410000085830688},{"id":"https://openalex.org/keywords/bridge-inspection","display_name":"bridge inspection","score":0.414000004529953},{"id":"https://openalex.org/keywords/probabilistic-analysis","display_name":"probabilistic analysis","score":0.6119999885559082},{"id":"https://openalex.org/keywords/uncertainty-modeling","display_name":"uncertainty modeling","score":0.7590000033378601},{"id":"https://openalex.org/keywords/river-flow-characteristics","display_name":"river flow characteristics","score":0.6859999895095825}],"concepts":[{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.6901295185089111},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.66628497838974},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.6588711738586426},{"id":"https://openalex.org/C43315350","wikidata":"https://www.wikidata.org/wiki/Q4966469","display_name":"Bridge scour","level":3,"score":0.5684069395065308},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5630295872688293},{"id":"https://openalex.org/C157892014","wikidata":"https://www.wikidata.org/wiki/Q335297","display_name":"Pier","level":2,"score":0.5364746451377869},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4539577066898346},{"id":"https://openalex.org/C44492722","wikidata":"https://www.wikidata.org/wiki/Q327069","display_name":"Conditional probability","level":2,"score":0.4270830750465393},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.42235642671585083},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4025194048881531},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.35865575075149536},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.3324022591114044},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.17141807079315186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14800775051116943},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14437267184257507},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10267150402069092},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:strathprints.strath.ac.uk:66014","doi":null,"is_oa":false,"landing_page_url":"https://strathprints.strath.ac.uk/view/author/1088475.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306402226","display_name":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I181647926","host_organization_name":"University of Strathclyde","host_organization_lineage":["https://openalex.org/I181647926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference or Workshop Item"},{"id":"mag:2907340692","doi":null,"is_oa":false,"landing_page_url":"https://pureportal.strath.ac.uk/en/publications/a-bayesian-network-approach-to-assess-underwater-scour-around-bri","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2815810785","https://openalex.org/W3017414282","https://openalex.org/W2980383367","https://openalex.org/W2966803035","https://openalex.org/W4414020973","https://openalex.org/W2981776420","https://openalex.org/W2093883030","https://openalex.org/W2065349467","https://openalex.org/W2048875739","https://openalex.org/W613059191"],"abstract_inverted_index":{"Flood-induced":[0],"scour":[1,86,173,185,219,248,294],"is":[2,98,142,251,263,290],"by":[3,182,265,273],"far":[4],"the":[5,79,85,112,121,131,139,169,183,192,204,208,212,217,231,238,254,261,280],"leading":[6],"cause":[7],"of":[8,114,134,138,147,194,207,216,230,240,260,270,288],"bridge":[9,90,140,176],"failures,":[10],"resulting":[11],"in":[12,54,70,83,233,275],"fatalities,":[13],"traffic":[14],"disruption":[15],"and":[16,30,47,59,65,75,120,150,166,171,187,223,258,285],"significant":[17],"economic":[18],"losses.":[19],"In":[20,191],"Scotland,":[21,55],"there":[22],"are":[23,38,45,155,199,226],"around":[24],"2,000":[25],"structures,":[26],"considering":[27,266],"both":[28],"road":[29],"railway":[31],"bridges,":[32],"susceptible":[33],"to":[34,81,126,130,157,201],"scour.":[35],"Scour":[36],"assessments":[37],"currently":[39],"based":[40,110],"on":[41,111],"visual":[42],"inspections,":[43],"which":[44],"expensive":[46],"time-consuming.":[48],"The":[49,136,162,256],"two":[50],"main":[51],"transport":[52],"agencies":[53],"Transport":[56],"Scotland":[57],"(TS)":[58],"Network":[60],"Rail":[61],"(NR),":[62],"spend":[63],"\u00a32m":[64],"\u00a30.4m":[66],"per":[67],"annum,":[68],"respectively,":[69],"routine":[71],"inspections.":[72],"Nowadays,":[73],"sensor":[74],"communication":[76],"technologies":[77],"offer":[78],"possibility":[80],"assess":[82],"real-time":[84,179,213],"depth":[87,174,186],"at":[88,117,175],"critical":[89,118],"locations;":[91],"yet":[92],"monitoring":[93,115,197,249,295],"an":[94],"entire":[95,132],"infrastructure":[96],"network":[97,269],"not":[99],"economically":[100],"sustainable.":[101],"This":[102],"paper":[103],"proposes":[104],"a":[105,123,145,195,235,267,293],"methodology":[106],"overcoming":[107],"this":[108,128],"limitation,":[109],"installation":[113],"systems":[116,250],"locations,":[119],"use":[122],"probabilistic":[124],"approach":[125],"extend":[127],"information":[129,180,246],"population":[133],"assets.":[135],"state":[137,209],"stock":[141],"represented":[143],"through":[144],"set":[146],"random":[148],"variables,":[149,210],"ad-hoc":[151],"Bayesian":[152],"networks":[153],"(BNs)":[154],"used":[156,200],"describe":[158],"their":[159],"conditional":[160],"dependencies.":[161],"BN":[163,232,262],"can":[164,242],"estimate,":[165],"continuously":[167],"update,":[168],"present":[170],"future":[172],"foundations":[177],"using":[178],"provided":[181],"monitored":[184],"river":[188,282],"flow":[189],"characteristics.":[190],"occurrence":[193],"flood,":[196],"observations":[198],"infer":[202],"probabilistically":[203],"posterior":[205],"distribution":[206],"giving":[211],"best":[214],"estimate":[215],"total":[218],"depth.":[220],"Bias,":[221],"systematic":[222],"model":[224],"uncertainties":[225],"modelled":[227],"as":[228],"nodes":[229],"such":[234],"way":[236],"that":[237],"accuracy":[239],"predictions":[241],"be":[243],"updated":[244],"when":[245],"from":[247],"incorporated":[252],"into":[253],"BN.":[255],"functioning":[257],"capabilities":[259],"illustrated":[264],"small":[268],"bridges":[271],"managed":[272],"TS":[274],"south-west":[276],"Scotland.":[277],"They":[278],"cross":[279],"same":[281],"(River":[283],"Nith)":[284],"only":[286],"one":[287],"them":[289],"instrumented":[291],"with":[292],"system.":[296]},"counts_by_year":[],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2019-01-11T00:00:00"}
