{"id":"https://openalex.org/W4200477151","doi":"https://doi.org/10.21660/2021.87.j2316","title":"APPLICATION OF SHANNON\u2019S ENTROPY MODEL AND GIS IN FLASH FLOOD FORECASTING ALONG NATIONAL HIGHWAY-6, HOA BINH PROVINCE, VIETNAM","display_name":"APPLICATION OF SHANNON\u2019S ENTROPY MODEL AND GIS IN FLASH FLOOD FORECASTING ALONG NATIONAL HIGHWAY-6, HOA BINH PROVINCE, VIETNAM","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200477151","doi":"https://doi.org/10.21660/2021.87.j2316"},"language":"en","primary_location":{"id":"doi:10.21660/2021.87.j2316","doi":"https://doi.org/10.21660/2021.87.j2316","is_oa":true,"landing_page_url":"https://doi.org/10.21660/2021.87.j2316","pdf_url":"https://geomatejournal.com/geomate/article/download/1665/1559/2289","source":{"id":"https://openalex.org/S2764661512","display_name":"International Journal of Geomate","issn_l":"2186-2982","issn":["2186-2982","2186-2990"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","norway-1","poland-70","russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of GEOMATE","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://geomatejournal.com/geomate/article/download/1665/1559/2289","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079452761","display_name":"Hang Ha","orcid":"https://orcid.org/0000-0002-0502-1682","observed_orcids":["https://orcid.org/0000-0002-0502-1682"]},"institutions":[{"id":"https://openalex.org/I257903683","display_name":"Hanoi University of Civil Engineering","ror":"https://ror.org/01351mb48","country_code":"VN","type":"education","lineage":["https://openalex.org/I257903683"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Ha Thi Hang Hang","raw_affiliation_strings":["Faculty of Bridges and Roads, Hanoi University of Civil Engineering, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Bridges and Roads, Hanoi University of Civil Engineering, Vietnam","institution_ids":["https://openalex.org/I257903683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5079452761"],"corresponding_institution_ids":["https://openalex.org/I257903683"],"apc_list":null,"apc_paid":null,"fwci":0.5405,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.57923039,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"21","issue":"87","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.95169997215271,"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"}},"topics":[{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.95169997215271,"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/T10535","display_name":"Landslides and related hazards","score":0.04610000178217888,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T12543","display_name":"Groundwater and Watershed Analysis","score":0.0005000000237487257,"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/flash-flood-forecasting","display_name":"flash flood forecasting","score":0.9739999771118164},{"id":"https://openalex.org/keywords/flood-susceptibility-mapping","display_name":"flood susceptibility mapping","score":0.8640000224113464},{"id":"https://openalex.org/keywords/mountain-roads","display_name":"mountain roads","score":0.9190000295639038},{"id":"https://openalex.org/keywords/hoa-binh-province","display_name":"Hoa Binh Province","score":0.9679999947547913},{"id":"https://openalex.org/keywords/early-warning","display_name":"early warning","score":0.6549999713897705},{"id":"https://openalex.org/keywords/road-infrastructure-safety","display_name":"road infrastructure safety","score":0.5360000133514404}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.503412663936615},{"id":"https://openalex.org/C120417685","wikidata":"https://www.wikidata.org/wiki/Q860333","display_name":"Flash flood","level":3,"score":0.47670406103134155},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4648323059082031},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.4436105489730835},{"id":"https://openalex.org/C142611142","wikidata":"https://www.wikidata.org/wiki/Q1433083","display_name":"R\u00e9nyi entropy","level":3,"score":0.43117037415504456},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3698872923851013},{"id":"https://openalex.org/C9679016","wikidata":"https://www.wikidata.org/wiki/Q1417473","display_name":"Principle of maximum entropy","level":2,"score":0.2977602183818817},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1716822385787964},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16436117887496948},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11931517720222473},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.06650179624557495},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.04794314503669739}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21660/2021.87.j2316","doi":"https://doi.org/10.21660/2021.87.j2316","is_oa":true,"landing_page_url":"https://doi.org/10.21660/2021.87.j2316","pdf_url":"https://geomatejournal.com/geomate/article/download/1665/1559/2289","source":{"id":"https://openalex.org/S2764661512","display_name":"International Journal of Geomate","issn_l":"2186-2982","issn":["2186-2982","2186-2990"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","norway-1","poland-70","russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of GEOMATE","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.21660/2021.87.j2316","doi":"https://doi.org/10.21660/2021.87.j2316","is_oa":true,"landing_page_url":"https://doi.org/10.21660/2021.87.j2316","pdf_url":"https://geomatejournal.com/geomate/article/download/1665/1559/2289","source":{"id":"https://openalex.org/S2764661512","display_name":"International Journal of Geomate","issn_l":"2186-2982","issn":["2186-2982","2186-2990"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["dongbi-d","norway-1","poland-70","russia-white-list-3"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of GEOMATE","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.7250000238418579,"id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320316906","display_name":"Tru?ng \u00d0?i h?c X\u00e2y d?ng","ror":"https://ror.org/01351mb48"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200477151.pdf","grobid_xml":"https://content.openalex.org/works/W4200477151.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W108706039","https://openalex.org/W1969292440","https://openalex.org/W1971095756","https://openalex.org/W2013713766","https://openalex.org/W2039142751","https://openalex.org/W2056993220","https://openalex.org/W2549184242","https://openalex.org/W2601259532","https://openalex.org/W3005575562","https://openalex.org/W3042052820","https://openalex.org/W3130343287","https://openalex.org/W3142305414","https://openalex.org/W3167469296","https://openalex.org/W3174519228","https://openalex.org/W3199148773"],"related_works":["https://openalex.org/W3174519228","https://openalex.org/W4309734207","https://openalex.org/W3189560166","https://openalex.org/W4281558643","https://openalex.org/W4223912231","https://openalex.org/W2601259532","https://openalex.org/W4382401213","https://openalex.org/W3117810745","https://openalex.org/W3080371574","https://openalex.org/W2906253252"],"abstract_inverted_index":{"The":[0],"flash":[1,38,62,78,95,133,144,171],"flood":[2,39,79,134,145,172],"is":[3],"the":[4,98,116,121,129,132],"most":[5],"dangerous":[6],"natural":[7],"disaster":[8],"to":[9,16,58,74,111,127,161],"mountainous":[10,25],"highways":[11,26],"in":[12,115],"tropical":[13],"countries":[14],"due":[15],"its":[17],"special":[18],"characteristics.It":[19],"has":[20],"occurred":[21],"quite":[22],"frequently":[23],"on":[24,46],"and":[27,33,51,60,72,103,137,151,174],"directly":[28],"threatened":[29],"road":[30],"infrastructure,":[31],"economy,":[32],"lives":[34],"every":[35],"year.Meanwhile,":[36],"detailed":[37,77],"spatial":[40],"prediction":[41],"maps":[42,114],"are":[43],"rarely":[44],"available":[45],"these":[47],"highways.Shannon's":[48],"Entropy":[49,70],"model":[50,71],"GIS":[52,73,117],"permit":[53],"cheaper,":[54],"more":[55],"efficient,":[56],"easy":[57],"use,":[59],"updated":[61],"flood-prone":[63],"areas":[64],"forecasting.Therefore,":[65],"this":[66,119,167],"study":[67],"applied":[68],"Shannon's":[69],"generate":[75],"a":[76,139],"susceptibility":[80],"map":[81,136,147],"along":[82,166],"National":[83],"Highway-6":[84],"of":[85,89,131],"Hoa":[86],"Binh":[87],"province":[88],"Vietnam.Twelve":[90],"input":[91],"factors":[92,109],"that":[93],"influence":[94],"floods":[96],"within":[97],"research":[99],"area":[100],"were":[101],"used":[102,126],"collected":[104],"from":[105],"different":[106],"sources.These":[107],"mentioned":[108],"corresponded":[110],"twelve":[112],"thematic":[113],"environment.In":[118],"paper,":[120],"ROC":[122],"curve":[123],"method":[124],"was":[125],"evaluate":[128],"accuracy":[130],"forecasting":[135,146],"given":[138],"very":[140],"good":[141],"value":[142],"(81.1%).The":[143],"can":[148],"help":[149],"organizers":[150],"decision-makers":[152],"have":[153,164],"safety":[154],"rescue":[155],"solutions":[156],"or":[157],"give":[158],"early":[159],"warning":[160],"people":[162],"who":[163],"lived":[165],"highway":[168],"for":[169],"better":[170],"prevention":[173],"management.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2021-12-31T00:00:00"}
