Sensitivity of Subjective Decisions in the GLUE Methodology for Quantifying the Uncertainty in the Flood Inundation Map for Seymour Reach in Indiana, USA

التفاصيل البيبلوغرافية
العنوان: Sensitivity of Subjective Decisions in the GLUE Methodology for Quantifying the Uncertainty in the Flood Inundation Map for Seymour Reach in Indiana, USA
المؤلفون: Narae Kang, Yonsoo Kim, Venkatesh Merwade, Keon-Haeng Lee, Soojun Kim, Hung Soo Kim, Younghun Jung, Gilho Kim
المصدر: Water, Vol 6, Iss 7, Pp 2104-2126 (2014)
Water; Volume 6; Issue 7; Pages: 2104-2126
بيانات النشر: MDPI AG, 2014.
سنة النشر: 2014
مصطلحات موضوعية: Indiana, lcsh:Hydraulic engineering, Computer science, Geography, Planning and Development, Aquatic Science, Biochemistry, Measure (mathematics), generalized likelihood uncertainty estimation (GLUE), flood inundation mapping, uncertainty, likelihood measure, White River, lcsh:Water supply for domestic and industrial purposes, lcsh:TC1-978, Streamflow, Statistics, Econometrics, Sensitivity analysis, Sensitivity (control systems), Uncertainty quantification, GLUE, Uncertainty analysis, Water Science and Technology, lcsh:TD201-500, Flood myth
الوصف: Generalized likelihood uncertainty estimation (GLUE) is one of the widely-used methods for quantifying uncertainty in flood inundation mapping. However, the subjective nature of its application involving the definition of the likelihood measure and the criteria for defining acceptable versus unacceptable models can lead to different results in quantifying uncertainty bounds. The objective of this paper is to perform a sensitivity analysis of the effect of the choice of likelihood measures and cut-off thresholds used in selecting behavioral and non-behavioral models in the GLUE methodology. By using a dataset for a reach along the White River in Seymour, Indiana, multiple prior distributions, likelihood measures and cut-off thresholds are used to investigate the role of subjective decisions in applying the GLUE methodology for uncertainty quantification related to topography, streamflow and Manning’s n. Results from this study show that a normal pdf produces a narrower uncertainty bound compared to a uniform pdf for an uncertain variable. Similarly, a likelihood measure based on water surface elevations is found to be less affected compared to other likelihood measures that are based on flood inundation area and width. Although the findings from this study are limited due to the use of a single test case, this paper provides a framework that can be utilized to gain a better understanding of the uncertainty while applying the GLUE methodology in flood inundation mapping.
وصف الملف: application/pdf
اللغة: English
تدمد: 2073-4441
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a3b99edbbcb2f0866e6e533b71d5457d
http://www.mdpi.com/2073-4441/6/7/2104
Rights: OPEN
رقم الانضمام: edsair.doi.dedup.....a3b99edbbcb2f0866e6e533b71d5457d
قاعدة البيانات: OpenAIRE
ResultId 1
Header edsair
OpenAIRE
edsair.doi.dedup.....a3b99edbbcb2f0866e6e533b71d5457d
807
3

unknown
806.598083496094
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&scope=site&db=edsair&AN=edsair.doi.dedup.....a3b99edbbcb2f0866e6e533b71d5457d&custid=s6537998&authtype=sso
FullText Array ( [Availability] => 0 )
Array ( [0] => Array ( [Url] => https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a3b99edbbcb2f0866e6e533b71d5457d# [Name] => EDS - OpenAIRE [Category] => fullText [Text] => View record in OpenAIRE [MouseOverText] => View record in OpenAIRE ) )
Items Array ( [Name] => Title [Label] => Title [Group] => Ti [Data] => Sensitivity of Subjective Decisions in the GLUE Methodology for Quantifying the Uncertainty in the Flood Inundation Map for Seymour Reach in Indiana, USA )
Array ( [Name] => Author [Label] => Authors [Group] => Au [Data] => <searchLink fieldCode="AR" term="%22Narae+Kang%22">Narae Kang</searchLink><br /><searchLink fieldCode="AR" term="%22Yonsoo+Kim%22">Yonsoo Kim</searchLink><br /><searchLink fieldCode="AR" term="%22Venkatesh+Merwade%22">Venkatesh Merwade</searchLink><br /><searchLink fieldCode="AR" term="%22Keon-Haeng+Lee%22">Keon-Haeng Lee</searchLink><br /><searchLink fieldCode="AR" term="%22Soojun+Kim%22">Soojun Kim</searchLink><br /><searchLink fieldCode="AR" term="%22Hung+Soo+Kim%22">Hung Soo Kim</searchLink><br /><searchLink fieldCode="AR" term="%22Younghun+Jung%22">Younghun Jung</searchLink><br /><searchLink fieldCode="AR" term="%22Gilho+Kim%22">Gilho Kim</searchLink> )
Array ( [Name] => TitleSource [Label] => Source [Group] => Src [Data] => Water, Vol 6, Iss 7, Pp 2104-2126 (2014)<br />Water; Volume 6; Issue 7; Pages: 2104-2126 )
Array ( [Name] => Publisher [Label] => Publisher Information [Group] => PubInfo [Data] => MDPI AG, 2014. )
Array ( [Name] => DatePubCY [Label] => Publication Year [Group] => Date [Data] => 2014 )
Array ( [Name] => Subject [Label] => Subject Terms [Group] => Su [Data] => <searchLink fieldCode="DE" term="%22Indiana%22">Indiana</searchLink><br /><searchLink fieldCode="DE" term="%22lcsh%3AHydraulic+engineering%22">lcsh:Hydraulic engineering</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+science%22">Computer science</searchLink><br /><searchLink fieldCode="DE" term="%22Geography%2C+Planning+and+Development%22">Geography, Planning and Development</searchLink><br /><searchLink fieldCode="DE" term="%22Aquatic+Science%22">Aquatic Science</searchLink><br /><searchLink fieldCode="DE" term="%22Biochemistry%22">Biochemistry</searchLink><br /><searchLink fieldCode="DE" term="%22Measure+%28mathematics%29%22">Measure (mathematics)</searchLink><br /><searchLink fieldCode="DE" term="%22generalized+likelihood+uncertainty+estimation+%28GLUE%29%22">generalized likelihood uncertainty estimation (GLUE)</searchLink><br /><searchLink fieldCode="DE" term="%22flood+inundation+mapping%22">flood inundation mapping</searchLink><br /><searchLink fieldCode="DE" term="%22uncertainty%22">uncertainty</searchLink><br /><searchLink fieldCode="DE" term="%22likelihood+measure%22">likelihood measure</searchLink><br /><searchLink fieldCode="DE" term="%22White+River%22">White River</searchLink><br /><searchLink fieldCode="DE" term="%22lcsh%3AWater+supply+for+domestic+and+industrial+purposes%22">lcsh:Water supply for domestic and industrial purposes</searchLink><br /><searchLink fieldCode="DE" term="%22lcsh%3ATC1-978%22">lcsh:TC1-978</searchLink><br /><searchLink fieldCode="DE" term="%22Streamflow%22">Streamflow</searchLink><br /><searchLink fieldCode="DE" term="%22Statistics%22">Statistics</searchLink><br /><searchLink fieldCode="DE" term="%22Econometrics%22">Econometrics</searchLink><br /><searchLink fieldCode="DE" term="%22Sensitivity+analysis%22">Sensitivity analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Sensitivity+%28control+systems%29%22">Sensitivity (control systems)</searchLink><br /><searchLink fieldCode="DE" term="%22Uncertainty+quantification%22">Uncertainty quantification</searchLink><br /><searchLink fieldCode="DE" term="%22GLUE%22">GLUE</searchLink><br /><searchLink fieldCode="DE" term="%22Uncertainty+analysis%22">Uncertainty analysis</searchLink><br /><searchLink fieldCode="DE" term="%22Water+Science+and+Technology%22">Water Science and Technology</searchLink><br /><searchLink fieldCode="DE" term="%22lcsh%3ATD201-500%22">lcsh:TD201-500</searchLink><br /><searchLink fieldCode="DE" term="%22Flood+myth%22">Flood myth</searchLink> )
Array ( [Name] => Abstract [Label] => Description [Group] => Ab [Data] => Generalized likelihood uncertainty estimation (GLUE) is one of the widely-used methods for quantifying uncertainty in flood inundation mapping. However, the subjective nature of its application involving the definition of the likelihood measure and the criteria for defining acceptable versus unacceptable models can lead to different results in quantifying uncertainty bounds. The objective of this paper is to perform a sensitivity analysis of the effect of the choice of likelihood measures and cut-off thresholds used in selecting behavioral and non-behavioral models in the GLUE methodology. By using a dataset for a reach along the White River in Seymour, Indiana, multiple prior distributions, likelihood measures and cut-off thresholds are used to investigate the role of subjective decisions in applying the GLUE methodology for uncertainty quantification related to topography, streamflow and Manning’s n. Results from this study show that a normal pdf produces a narrower uncertainty bound compared to a uniform pdf for an uncertain variable. Similarly, a likelihood measure based on water surface elevations is found to be less affected compared to other likelihood measures that are based on flood inundation area and width. Although the findings from this study are limited due to the use of a single test case, this paper provides a framework that can be utilized to gain a better understanding of the uncertainty while applying the GLUE methodology in flood inundation mapping. )
Array ( [Name] => Format [Label] => File Description [Group] => SrcInfo [Data] => application/pdf )
Array ( [Name] => Language [Label] => Language [Group] => Lang [Data] => English )
Array ( [Name] => ISSN [Label] => ISSN [Group] => ISSN [Data] => 2073-4441 )
Array ( [Name] => URL [Label] => Access URL [Group] => URL [Data] => <link linkTarget="URL" linkTerm="https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a3b99edbbcb2f0866e6e533b71d5457d" linkWindow="_blank">https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a3b99edbbcb2f0866e6e533b71d5457d</link><br /><link linkTarget="URL" linkTerm="http://www.mdpi.com/2073-4441/6/7/2104" linkWindow="_blank">http://www.mdpi.com/2073-4441/6/7/2104</link> )
Array ( [Name] => Copyright [Label] => Rights [Group] => Cpyrght [Data] => OPEN )
Array ( [Name] => AN [Label] => Accession Number [Group] => ID [Data] => edsair.doi.dedup.....a3b99edbbcb2f0866e6e533b71d5457d )
RecordInfo Array ( [BibEntity] => Array ( [Languages] => Array ( [0] => Array ( [Text] => English ) ) [PhysicalDescription] => Array ( [Pagination] => Array ( [PageCount] => 23 [StartPage] => 2104 ) ) [Subjects] => Array ( [0] => Array ( [SubjectFull] => Indiana [Type] => general ) [1] => Array ( [SubjectFull] => lcsh:Hydraulic engineering [Type] => general ) [2] => Array ( [SubjectFull] => Computer science [Type] => general ) [3] => Array ( [SubjectFull] => Geography, Planning and Development [Type] => general ) [4] => Array ( [SubjectFull] => Aquatic Science [Type] => general ) [5] => Array ( [SubjectFull] => Biochemistry [Type] => general ) [6] => Array ( [SubjectFull] => Measure (mathematics) [Type] => general ) [7] => Array ( [SubjectFull] => generalized likelihood uncertainty estimation (GLUE) [Type] => general ) [8] => Array ( [SubjectFull] => flood inundation mapping [Type] => general ) [9] => Array ( [SubjectFull] => uncertainty [Type] => general ) [10] => Array ( [SubjectFull] => likelihood measure [Type] => general ) [11] => Array ( [SubjectFull] => White River [Type] => general ) [12] => Array ( [SubjectFull] => lcsh:Water supply for domestic and industrial purposes [Type] => general ) [13] => Array ( [SubjectFull] => lcsh:TC1-978 [Type] => general ) [14] => Array ( [SubjectFull] => Streamflow [Type] => general ) [15] => Array ( [SubjectFull] => Statistics [Type] => general ) [16] => Array ( [SubjectFull] => Econometrics [Type] => general ) [17] => Array ( [SubjectFull] => Sensitivity analysis [Type] => general ) [18] => Array ( [SubjectFull] => Sensitivity (control systems) [Type] => general ) [19] => Array ( [SubjectFull] => Uncertainty quantification [Type] => general ) [20] => Array ( [SubjectFull] => GLUE [Type] => general ) [21] => Array ( [SubjectFull] => Uncertainty analysis [Type] => general ) [22] => Array ( [SubjectFull] => Water Science and Technology [Type] => general ) [23] => Array ( [SubjectFull] => lcsh:TD201-500 [Type] => general ) [24] => Array ( [SubjectFull] => Flood myth [Type] => general ) ) [Titles] => Array ( [0] => Array ( [TitleFull] => Sensitivity of Subjective Decisions in the GLUE Methodology for Quantifying the Uncertainty in the Flood Inundation Map for Seymour Reach in Indiana, USA [Type] => main ) ) ) [BibRelationships] => Array ( [HasContributorRelationships] => Array ( [0] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Narae Kang ) ) ) [1] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Yonsoo Kim ) ) ) [2] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Venkatesh Merwade ) ) ) [3] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Keon-Haeng Lee ) ) ) [4] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Soojun Kim ) ) ) [5] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Hung Soo Kim ) ) ) [6] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Younghun Jung ) ) ) [7] => Array ( [PersonEntity] => Array ( [Name] => Array ( [NameFull] => Gilho Kim ) ) ) ) [IsPartOfRelationships] => Array ( [0] => Array ( [BibEntity] => Array ( [Dates] => Array ( [0] => Array ( [D] => 01 [M] => 07 [Type] => published [Y] => 2014 ) ) [Identifiers] => Array ( [0] => Array ( [Type] => issn-print [Value] => 20734441 ) [1] => Array ( [Type] => issn-locals [Value] => edsair ) [2] => Array ( [Type] => issn-locals [Value] => edsairFT ) ) [Numbering] => Array ( [0] => Array ( [Type] => volume [Value] => 6 ) [1] => Array ( [Type] => issue [Value] => 7 ) ) [Titles] => Array ( [0] => Array ( [TitleFull] => Water [Type] => main ) ) ) ) ) ) )
IllustrationInfo