{"id":"https://openalex.org/W7160018529","doi":"https://doi.org/10.21741/9781644904152-36","title":"A Review of Urban Flooding Management Approaches: Predictive Modeling for Stormwater Catch Basins","display_name":"A Review of Urban Flooding Management Approaches: Predictive Modeling for Stormwater Catch Basins","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7160018529","doi":"https://doi.org/10.21741/9781644904152-36"},"language":"en","primary_location":{"id":"doi:10.21741/9781644904152-36","doi":"https://doi.org/10.21741/9781644904152-36","is_oa":true,"landing_page_url":"https://doi.org/10.21741/9781644904152-36","pdf_url":"https://mrforum.com/wp-content/uploads/open_access/9781644904152/36.pdf","source":{"id":"https://openalex.org/S4210218293","display_name":"Materials research proceedings","issn_l":"2474-3941","issn":["2474-3941","2474-395X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1","poland-20"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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 Research Proceedings","raw_type":"proceedings-article"},"parent_works":[],"lineage":["https://openalex.org/W7160018529"],"child_works_count":0,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://mrforum.com/wp-content/uploads/open_access/9781644904152/36.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046279702","display_name":"Roberto D. Rosario","orcid":"https://orcid.org/0000-0001-5035-2475","observed_orcids":["https://orcid.org/0000-0001-5035-2475"]},"institutions":[{"id":"https://openalex.org/I4405278881","display_name":"FEU Institute of Technology","ror":"https://ror.org/00pq32363","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210140868","https://openalex.org/I4405278881"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"Roberto D. ROSARIO","raw_affiliation_strings":["Civil Engineering Department, FEU - Institute of Technology, P. Paredes St., Sampaloc, Manila, 1015, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Civil Engineering Department, FEU - Institute of Technology, P. Paredes St., Sampaloc, Manila, 1015, Philippines","institution_ids":["https://openalex.org/I4405278881"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5046279702"],"corresponding_institution_ids":["https://openalex.org/I4405278881"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"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":"66","issue":null,"first_page":"390","last_page":"405"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11119","display_name":"Urban Stormwater Management Solutions","score":0.9634000062942505,"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"}},"topics":[{"id":"https://openalex.org/T11119","display_name":"Urban Stormwater Management Solutions","score":0.9634000062942505,"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"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.03500000014901161,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.0007999999797903001,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/urban-flooding","display_name":"urban flooding","score":0.9869999885559082},{"id":"https://openalex.org/keywords/stormwater-management","display_name":"stormwater management","score":0.9919999837875366},{"id":"https://openalex.org/keywords/catch-basins","display_name":"catch basins","score":0.8339999914169312},{"id":"https://openalex.org/keywords/predictive-modeling","display_name":"predictive modeling","score":0.652999997138977},{"id":"https://openalex.org/keywords/hydrologic-hydraulic-modeling","display_name":"hydrologic-hydraulic modeling","score":0.7990000247955322},{"id":"https://openalex.org/keywords/swmm","display_name":"SWMM","score":0.8859999775886536},{"id":"https://openalex.org/keywords/pcswmm","display_name":"PCSWMM","score":0.9819999933242798},{"id":"https://openalex.org/keywords/hec-hms","display_name":"HEC-HMS","score":0.9990000128746033},{"id":"https://openalex.org/keywords/real-time-flood-forecasting","display_name":"real-time flood forecasting","score":0.6240000128746033},{"id":"https://openalex.org/keywords/green-infrastructure","display_name":"green infrastructure","score":0.7459999918937683},{"id":"https://openalex.org/keywords/permeable-pavement","display_name":"permeable pavement","score":0.6520000100135803},{"id":"https://openalex.org/keywords/floodplain","display_name":"floodplain","score":0.5630000233650208},{"id":"https://openalex.org/keywords/climate-change-adaptation","display_name":"climate change adaptation","score":0.5960000157356262},{"id":"https://openalex.org/keywords/flood-control-policy","display_name":"flood control policy","score":0.5490000247955322}],"concepts":[{"id":"https://openalex.org/C173051318","wikidata":"https://www.wikidata.org/wiki/Q1421263","display_name":"Stormwater","level":3,"score":0.7178000211715698},{"id":"https://openalex.org/C186594467","wikidata":"https://www.wikidata.org/wiki/Q1429176","display_name":"Flooding (psychology)","level":2,"score":0.663100004196167},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.626800000667572},{"id":"https://openalex.org/C50477045","wikidata":"https://www.wikidata.org/wiki/Q1444790","display_name":"Surface runoff","level":2,"score":0.6116999983787537},{"id":"https://openalex.org/C36439732","wikidata":"https://www.wikidata.org/wiki/Q3344823","display_name":"Swale","level":4,"score":0.6014999747276306},{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.599399983882904},{"id":"https://openalex.org/C83419821","wikidata":"https://www.wikidata.org/wiki/Q2137507","display_name":"Rainwater harvesting","level":2,"score":0.5992000102996826},{"id":"https://openalex.org/C2777420705","wikidata":"https://www.wikidata.org/wiki/Q5460072","display_name":"Flood mitigation","level":3,"score":0.5529000163078308},{"id":"https://openalex.org/C132916221","wikidata":"https://www.wikidata.org/wiki/Q5629419","display_name":"HEC-HMS","level":3,"score":0.43160000443458557},{"id":"https://openalex.org/C150547873","wikidata":"https://www.wikidata.org/wiki/Q947851","display_name":"Watershed","level":2,"score":0.42570000886917114},{"id":"https://openalex.org/C524765639","wikidata":"https://www.wikidata.org/wiki/Q1501619","display_name":"Water resource management","level":1,"score":0.3986999988555908},{"id":"https://openalex.org/C539955404","wikidata":"https://www.wikidata.org/wiki/Q1187968","display_name":"Flood control","level":3,"score":0.3935999870300293},{"id":"https://openalex.org/C126197015","wikidata":"https://www.wikidata.org/wiki/Q1586683","display_name":"Hydrological modelling","level":2,"score":0.3797000050544739},{"id":"https://openalex.org/C56624168","wikidata":"https://www.wikidata.org/wiki/Q1413117","display_name":"Retention basin","level":4,"score":0.3625999987125397},{"id":"https://openalex.org/C122885670","wikidata":"https://www.wikidata.org/wiki/Q6432882","display_name":"Low-impact development","level":5,"score":0.35269999504089355},{"id":"https://openalex.org/C67592535","wikidata":"https://www.wikidata.org/wiki/Q7481320","display_name":"Drainage","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C114993203","wikidata":"https://www.wikidata.org/wiki/Q3500933","display_name":"Detention basin","level":4,"score":0.3346000015735626},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3231000006198883},{"id":"https://openalex.org/C2778368647","wikidata":"https://www.wikidata.org/wiki/Q702492","display_name":"Urban area","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C126933887","wikidata":"https://www.wikidata.org/wiki/Q4358090","display_name":"Urban runoff","level":4,"score":0.3149000108242035},{"id":"https://openalex.org/C183195422","wikidata":"https://www.wikidata.org/wiki/Q3409303","display_name":"Flood forecasting","level":3,"score":0.311599999666214},{"id":"https://openalex.org/C49545453","wikidata":"https://www.wikidata.org/wiki/Q69883","display_name":"Urban planning","level":2,"score":0.3084999918937683},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C2778396350","wikidata":"https://www.wikidata.org/wiki/Q4915241","display_name":"Bioretention","level":4,"score":0.2874999940395355},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.28360000252723694},{"id":"https://openalex.org/C2992516717","wikidata":"https://www.wikidata.org/wiki/Q1421263","display_name":"Stormwater management","level":4,"score":0.28290000557899475},{"id":"https://openalex.org/C2778061687","wikidata":"https://www.wikidata.org/wiki/Q5460077","display_name":"Flood risk assessment","level":3,"score":0.2808000147342682},{"id":"https://openalex.org/C153400128","wikidata":"https://www.wikidata.org/wiki/Q3150731","display_name":"Infiltration (HVAC)","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.26429998874664307},{"id":"https://openalex.org/C43632280","wikidata":"https://www.wikidata.org/wiki/Q4387041","display_name":"Watershed management","level":3,"score":0.2639000117778778},{"id":"https://openalex.org/C2780057273","wikidata":"https://www.wikidata.org/wiki/Q3427027","display_name":"Green infrastructure","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21741/9781644904152-36","doi":"https://doi.org/10.21741/9781644904152-36","is_oa":true,"landing_page_url":"https://doi.org/10.21741/9781644904152-36","pdf_url":"https://mrforum.com/wp-content/uploads/open_access/9781644904152/36.pdf","source":{"id":"https://openalex.org/S4210218293","display_name":"Materials research proceedings","issn_l":"2474-3941","issn":["2474-3941","2474-395X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1","poland-20"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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 Research Proceedings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.21741/9781644904152-36","doi":"https://doi.org/10.21741/9781644904152-36","is_oa":true,"landing_page_url":"https://doi.org/10.21741/9781644904152-36","pdf_url":"https://mrforum.com/wp-content/uploads/open_access/9781644904152/36.pdf","source":{"id":"https://openalex.org/S4210218293","display_name":"Materials research proceedings","issn_l":"2474-3941","issn":["2474-3941","2474-395X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1","poland-20"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"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 Research Proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":1.0,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"},{"score":0.6618000268936157,"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337367","display_name":"Division of Materials Research","ror":"https://ror.org/01pc7k308"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7160018529.pdf","grobid_xml":"https://content.openalex.org/works/W7160018529.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W2052371844","https://openalex.org/W2068284856","https://openalex.org/W2087399017","https://openalex.org/W2114239597","https://openalex.org/W2117677543","https://openalex.org/W2169083967","https://openalex.org/W2311521130","https://openalex.org/W2554939422","https://openalex.org/W2759065239","https://openalex.org/W2943859651","https://openalex.org/W3081844479","https://openalex.org/W3088480592","https://openalex.org/W3097631152","https://openalex.org/W3113505963","https://openalex.org/W3120684430","https://openalex.org/W4206582020","https://openalex.org/W4220807507","https://openalex.org/W4284882490","https://openalex.org/W4302773906","https://openalex.org/W4313472130","https://openalex.org/W4376638462","https://openalex.org/W4380085976","https://openalex.org/W4380372381","https://openalex.org/W4385161846","https://openalex.org/W4385743646","https://openalex.org/W4391581279","https://openalex.org/W4394599917","https://openalex.org/W4400642001","https://openalex.org/W4402612826","https://openalex.org/W4403640514","https://openalex.org/W4405968325","https://openalex.org/W4407272118","https://openalex.org/W4408316566","https://openalex.org/W4409878501","https://openalex.org/W4410518688","https://openalex.org/W4410718476","https://openalex.org/W4411024016","https://openalex.org/W4411085842","https://openalex.org/W4417086051","https://openalex.org/W6948022798","https://openalex.org/W7083595016","https://openalex.org/W7114801336","https://openalex.org/W7124155736"],"related_works":["https://openalex.org/W7162641135","https://openalex.org/W2289406670","https://openalex.org/W2339990074","https://openalex.org/W3166399853","https://openalex.org/W6927009173","https://openalex.org/W2389072144","https://openalex.org/W4235355609","https://openalex.org/W563083819","https://openalex.org/W4412728717","https://openalex.org/W4377028269"],"abstract_inverted_index":{"Abstract.":[0],"Urban":[1],"flooding":[2,43,233],"has":[3,55],"become":[4],"a":[5,144,154,193],"major":[6],"global":[7],"problem":[8,201],"that":[9,152,197,253],"is":[10,39,191],"caused":[11],"by":[12,44],"the":[13,21,29,50,72,139,200,224,228,240],"fast":[14],"growth":[15],"of":[16,23,74,156,202,306],"cities,":[17],"climate":[18,265],"change,":[19],"and":[20,46,71,79,94,111,125,134,149,159,166,176,185,205,222,243,267,296],"lack":[22],"proper":[24],"infrastructure":[25],"to":[26,41,49,91,119,170,215,239,271],"cope":[27],"with":[28,264],"increased":[30],"stormwater":[31,36,62,293],"runoff.":[32],"Therefore,":[33],"an":[34,58],"effective":[35],"management":[37,63,294,299],"system":[38],"necessary":[40],"alleviate":[42],"gathering":[45],"rerouting":[47],"rainwater":[48,104],"drainage":[51],"systems.":[52,249,275],"Predictive":[53],"modeling":[54,81,195,255,287],"turned":[56],"into":[57],"important":[59],"tool":[60],"for":[61,88,132,147,231,301],"simulation,":[64],"as":[65,103],"it":[66,117,130],"can":[67,257],"demonstrate":[68],"runoff":[69,161],"behavior":[70],"impact":[73],"catch":[75],"basins.":[76],"Different":[77],"hydrologic":[78],"hydraulic":[80,204],"software":[82,230],"each":[83],"have":[84],"their":[85],"own":[86],"features":[87],"studies":[89],"related":[90],"stormwater,":[92],"watershed,":[93],"floodplains.":[95],"The":[96,114,208,250,276],"EPA":[97],"SWMM":[98],"integrates":[99],"green":[100],"solutions,":[101],"such":[102],"harvesting,":[105],"bio-retention":[106],"systems,":[107],"permeable":[108],"pavements,":[109],"floodplains,":[110],"infiltration":[112],"trenches.":[113],"PCSWMM":[115],"makes":[116],"possible":[118],"predict":[120],"floods":[121],"in":[122,227,236,246],"real":[123],"time":[124],"design":[126],"detention":[127],"systems":[128],"making":[129,245],"appropriate":[131],"large":[133],"multiple":[135],"uses":[136],"watersheds":[137],"at":[138,304],"same":[140],"time.":[141],"HEC-HMS":[142],"provides":[143],"solid":[145],"base":[146],"event-based":[148],"watershed":[150],"simulations":[151,184],"require":[153],"lot":[155],"data":[157],"sources":[158],"different":[160],"diversion":[162],"methods.":[163],"Meanwhile,":[164],"InfraWorks":[165],"XPSWMM":[167],"are":[168],"dedicated":[169],"integrated":[171],"hydrologic-hydraulic":[172],"modeling.":[173],"Moreover,":[174],"MIKE+":[175],"OpenFlows":[177],"FLOOD":[178],"provide":[179],"high":[180],"resolution":[181],"detailed":[182],"flood":[183,247,286,298],"sophisticated":[186],"unified":[187],"platforms.":[188],"Nevertheless,":[189],"there":[190],"not":[192],"single":[194],"platform":[196],"completely":[198],"solves":[199],"hydrological,":[203],"urban":[206,232,302],"variability.":[207],"review":[209],"applied":[210],"Latent":[211],"Dirichlet":[212],"Allocation":[213],"(LDA)":[214],"select":[216],"relevant":[217],"papers":[218],"from":[219],"various":[220],"databases":[221],"identify":[223],"research":[225,242,251,277],"issues":[226],"simulation":[229],"management,":[234],"which":[235,289],"turn":[237],"led":[238],"future":[241],"policy":[244],"control":[248],"shows":[252],"existing":[254],"tools":[256],"only":[258],"partially":[259],"connect":[260],"real-time":[261],"monitoring":[262],"information":[263],"changes":[266],"machine":[268],"learning":[269],"methods":[270,288],"create":[272],"complete":[273],"prediction":[274],"results":[278],"give":[279],"new":[280],"understanding":[281],"about":[282],"creating":[283],"adaptive":[284],"data-driven":[285],"will":[290],"help":[291],"improve":[292],"techniques":[295],"upcoming":[297],"policies":[300],"areas":[303],"risk":[305],"flooding.":[307]},"counts_by_year":[],"updated_date":"2026-11-14T11:04:58.165337","created_date":"2026-05-05T00:00:00"}