{"id":"https://openalex.org/W2083914267","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000020","title":"Hydraulic Deterioration Models for Storm-Water Drainage Pipes: Ordered Probit versus Probabilistic Neural Network","display_name":"Hydraulic Deterioration Models for Storm-Water Drainage Pipes: Ordered Probit versus Probabilistic Neural Network","publication_year":2010,"publication_date":"2010-02-16","ids":{"openalex":"https://openalex.org/W2083914267","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000020","mag":"2083914267"},"language":"en","primary_location":{"id":"doi:10.1061/(asce)cp.1943-5487.0000020","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000020","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"},"type":"article","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/A5111304471","display_name":"D. H. Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"D. H. Tran","raw_affiliation_strings":["Postdoctoral Research Fellow, School of Engineering and Science, and Institute of Sustainability and Innovation, Victoria Univ., P.O. Box 14428 Melbourne, 8001 Victoria, Australia","Professor, Faculty of Health, Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia (corresponding author)","Senior Lecturer, School of Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia"],"affiliations":[{"raw_affiliation_string":"Postdoctoral Research Fellow, School of Engineering and Science, and Institute of Sustainability and Innovation, Victoria Univ., P.O. Box 14428 Melbourne, 8001 Victoria, Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Professor, Faculty of Health, Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia (corresponding author)","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Senior Lecturer, School of Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026375138","display_name":"B. J. C. Perera","orcid":null},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"B. J. C. Perera","raw_affiliation_strings":["Postdoctoral Research Fellow, School of Engineering and Science, and Institute of Sustainability and Innovation, Victoria Univ., P.O. Box 14428 Melbourne, 8001 Victoria, Australia","Professor, Faculty of Health, Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia (corresponding author)","Senior Lecturer, School of Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia"],"affiliations":[{"raw_affiliation_string":"Postdoctoral Research Fellow, School of Engineering and Science, and Institute of Sustainability and Innovation, Victoria Univ., P.O. Box 14428 Melbourne, 8001 Victoria, Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Professor, Faculty of Health, Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia (corresponding author)","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Senior Lecturer, School of Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038361205","display_name":"A. W. M Ng","orcid":"https://orcid.org/0000-0002-7698-9068"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"A. W. M. Ng","raw_affiliation_strings":["Postdoctoral Research Fellow, School of Engineering and Science, and Institute of Sustainability and Innovation, Victoria Univ., P.O. Box 14428 Melbourne, 8001 Victoria, Australia","Professor, Faculty of Health, Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia (corresponding author)","Senior Lecturer, School of Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia"],"affiliations":[{"raw_affiliation_string":"Postdoctoral Research Fellow, School of Engineering and Science, and Institute of Sustainability and Innovation, Victoria Univ., P.O. Box 14428 Melbourne, 8001 Victoria, Australia","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Professor, Faculty of Health, Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia (corresponding author)","institution_ids":["https://openalex.org/I71270174"]},{"raw_affiliation_string":"Senior Lecturer, School of Engineering and Science, Victoria Univ., P.O. Box 14428, Melbourne, 8001 Victoria, Australia","institution_ids":["https://openalex.org/I71270174"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5111304471"],"corresponding_institution_ids":["https://openalex.org/I71270174"],"apc_list":null,"apc_paid":null,"fwci":2.6208,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.89989756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"24","issue":"2","first_page":"140","last_page":"150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11220","display_name":"Water Systems and Optimization","score":0.9907000064849854,"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/T12543","display_name":"Groundwater and Watershed Analysis","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/drainage","display_name":"Drainage","score":0.6921207904815674},{"id":"https://openalex.org/keywords/storm","display_name":"Storm","score":0.5357021689414978},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.5159345269203186},{"id":"https://openalex.org/keywords/pipe-network-analysis","display_name":"Pipe network analysis","score":0.43628403544425964},{"id":"https://openalex.org/keywords/nominal-pipe-size","display_name":"Nominal Pipe Size","score":0.435375839471817},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.42860448360443115},{"id":"https://openalex.org/keywords/stormwater","display_name":"Stormwater","score":0.42763736844062805},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.42632415890693665},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3919042646884918},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.275299608707428},{"id":"https://openalex.org/keywords/surface-runoff","display_name":"Surface runoff","score":0.11661761999130249},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08523029088973999},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08306774497032166}],"concepts":[{"id":"https://openalex.org/C67592535","wikidata":"https://www.wikidata.org/wiki/Q7481320","display_name":"Drainage","level":2,"score":0.6921207904815674},{"id":"https://openalex.org/C105306849","wikidata":"https://www.wikidata.org/wiki/Q81054","display_name":"Storm","level":2,"score":0.5357021689414978},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.5159345269203186},{"id":"https://openalex.org/C157115227","wikidata":"https://www.wikidata.org/wiki/Q2162400","display_name":"Pipe network analysis","level":2,"score":0.43628403544425964},{"id":"https://openalex.org/C183418187","wikidata":"https://www.wikidata.org/wiki/Q1931528","display_name":"Nominal Pipe Size","level":2,"score":0.435375839471817},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.42860448360443115},{"id":"https://openalex.org/C173051318","wikidata":"https://www.wikidata.org/wiki/Q1421263","display_name":"Stormwater","level":3,"score":0.42763736844062805},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.42632415890693665},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3919042646884918},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.275299608707428},{"id":"https://openalex.org/C50477045","wikidata":"https://www.wikidata.org/wiki/Q1444790","display_name":"Surface runoff","level":2,"score":0.11661761999130249},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08523029088973999},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08306774497032166},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1061/(asce)cp.1943-5487.0000020","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000020","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"},{"id":"pmh:oai:eprints.vu.edu.au:6765","is_oa":false,"landing_page_url":"https://vuir.vu.edu.au/6765/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400215","display_name":"Victoria University Research Repository (Victoria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I41156924","host_organization_name":"Victoria University of Wellington","host_organization_lineage":["https://openalex.org/I41156924"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:alma.61RMIT_INST:11246561810001341","is_oa":false,"landing_page_url":"http://doi.org/10.1061/(ASCE)CP.1943-5487.0000020","pdf_url":null,"source":{"id":"https://openalex.org/S4306402074","display_name":"RMIT Research Repository (RMIT University Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I82951845","host_organization_name":"RMIT University","host_organization_lineage":["https://openalex.org/I82951845"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1484864026","https://openalex.org/W1500661657","https://openalex.org/W1507581274","https://openalex.org/W1551385575","https://openalex.org/W1552647955","https://openalex.org/W1639032689","https://openalex.org/W1863092102","https://openalex.org/W1964168965","https://openalex.org/W1964792864","https://openalex.org/W1966253548","https://openalex.org/W1966398873","https://openalex.org/W1973655329","https://openalex.org/W1975891294","https://openalex.org/W1979943318","https://openalex.org/W1982356910","https://openalex.org/W1982665183","https://openalex.org/W1986527178","https://openalex.org/W2022740958","https://openalex.org/W2029400316","https://openalex.org/W2035504202","https://openalex.org/W2037269865","https://openalex.org/W2045656233","https://openalex.org/W2045810251","https://openalex.org/W2047284879","https://openalex.org/W2051107066","https://openalex.org/W2053272969","https://openalex.org/W2064156189","https://openalex.org/W2067796453","https://openalex.org/W2076236170","https://openalex.org/W2093886500","https://openalex.org/W2099862864","https://openalex.org/W2104146301","https://openalex.org/W2105231501","https://openalex.org/W2106852418","https://openalex.org/W2124503759","https://openalex.org/W2130124597","https://openalex.org/W2133485095","https://openalex.org/W2143380318","https://openalex.org/W2145921447","https://openalex.org/W2152005572","https://openalex.org/W2271469224","https://openalex.org/W2328268473","https://openalex.org/W2334459616","https://openalex.org/W3023540311","https://openalex.org/W4212985932","https://openalex.org/W4241926455","https://openalex.org/W4247690662","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2321776470","https://openalex.org/W3016648869","https://openalex.org/W2181571707","https://openalex.org/W2062642563","https://openalex.org/W2077209356","https://openalex.org/W4380264370","https://openalex.org/W1963627585","https://openalex.org/W2768093163","https://openalex.org/W2368675746","https://openalex.org/W4283807199"],"abstract_inverted_index":{"A":[0],"decrease":[1],"in":[2,83],"discharge":[3],"capacity":[4],"of":[5,12,23,64,118],"storm-water":[6,120],"drainage":[7,65,121],"pipes":[8,24,122],"is":[9,32,43,59,135],"the":[10,13,19,27,87,94,133,140,145,161],"result":[11],"so-called":[14],"hydraulic":[15,57,95,141,162],"deterioration":[16,31,58,70,78,142],"which":[17],"reduces":[18],"cross":[20],"sectional":[21],"area":[22],"and":[25,40,42,53,73,93,143,154],"increases":[26],"pipe":[28,51,54,152,155],"roughness.":[29],"Hydraulic":[30],"caused":[33],"by":[34,45],"tree":[35],"root":[36],"intrusion,":[37],"sediment":[38],"accumulation,":[39],"encrustation,":[41],"affected":[44],"many":[46],"influential":[47,88],"factors":[48,89,149],"such":[49,150],"as":[50,90,97,151],"size":[52,153],"location.":[55],"Predicting":[56],"important":[60],"for":[61,138],"effective":[62],"management":[63],"pipes.":[66],"An":[67],"ordered":[68],"probit":[69],"model":[71,79,91,98],"(OPDM)":[72],"a":[74,109,116],"probabilistic":[75],"neural":[76],"network":[77],"(PNNDM)":[80],"were":[81,103],"developed":[82],"this":[84],"study":[85,111],"using":[86,108],"inputs":[92],"condition":[96],"output.":[99],"Their":[100],"predictive":[101],"performances":[102],"compared":[104],"against":[105],"each":[106],"other":[107],"case":[110],"from":[112],"Melbourne,":[113],"Australia":[114],"with":[115],"sample":[117],"417":[119],"subjected":[123],"to":[124,160],"closed":[125],"circuit":[126],"television":[127],"inspection.":[128],"The":[129],"results":[130],"show":[131],"that":[132],"PNNDM":[134],"more":[136],"suitable":[137],"predicting":[139],"outperforms":[144],"OPDM.":[146],"Several":[147],"input":[148],"age":[156],"are":[157],"found":[158],"significant":[159],"deterioration.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2012,"cited_by_count":5}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2016-06-24T00:00:00"}