Probabilistic floodplain mapping using HAND-based statistical approach
被引:21
作者:
Jafarzadegan, Keighobad
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机构:
Purdue Univ, Lyles Sch Civil Engn, 550 Stadium Mail Dr, W Lafayette, IN 47907 USAPurdue Univ, Lyles Sch Civil Engn, 550 Stadium Mail Dr, W Lafayette, IN 47907 USA
Jafarzadegan, Keighobad
[1
]
Merwade, Venkatesh
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Purdue Univ, Lyles Sch Civil Engn, 550 Stadium Mail Dr, W Lafayette, IN 47907 USAPurdue Univ, Lyles Sch Civil Engn, 550 Stadium Mail Dr, W Lafayette, IN 47907 USA
Merwade, Venkatesh
[1
]
机构:
[1] Purdue Univ, Lyles Sch Civil Engn, 550 Stadium Mail Dr, W Lafayette, IN 47907 USA
Detection of 100-year floodplains is one of the major tasks in flood risk management. In recent years, a variety of DEM-based methods have been developed for preliminary estimations of 100-year floodplains over large regions. The higher efficiency of these methods for large-scale problems and data-scarce regions compared to the conventional hydrodynamic methods is a big advantage. However, unlike considerable advances in the field of probabilistic mapping by hydrodynamic models, these methods are mostly deterministic and cannot provide a probabilistic presentation of the floodplains. In this study, a new method is proposed to combine both advantages of probabilistic mapping compared to deterministic ones and DEM-based methods against conventional models. This method includes a probabilistic function, which uses a morphologic feature, Height Above Nearest Drainage (HAND), as the independent variable. HAND is defined as the difference in elevation between a given point and the nearest stream based on the flow direction and can be calculated from a Digital Elevation Model (DEM). The parameters of the probabilistic function are determined by using a heuristic optimization algorithm named Particle Swarm Optimization (PSO) by minimizing the error of a predicted 100-year floodplain map compared to a reference map. The results illustrate that a linear function with one parameter is an appropriate function for the study site. In addition, a comparison of the proposed method with its deterministic version demonstrates the higher effectiveness and reliability of the proposed probabilistic method for a flat watershed where the overpredictions and underpredictions generated by a deterministic threshold method are reduced. (C) 2018 Elsevier B.V. All rights reserved.
机构:
CUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Afshari, Shahab
Tavakoly, Ahmad A.
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机构:
US Army, Coastal & Hydraul Lab, Engineer Res & Dev Ctr, 3909 Halls Ferry Rd, Vicksburg, MS 39180 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Tavakoly, Ahmad A.
Rajib, Mohammad Adnan
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机构:
Purdue Univ, Lyles Sch Civil Engn, 550 W Stadium Ave, W Lafayette, IN 47907 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Rajib, Mohammad Adnan
Zheng, Xing
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h-index: 0
机构:
Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Zheng, Xing
Follum, Michael L.
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h-index: 0
机构:
US Army, Coastal & Hydraul Lab, Engineer Res & Dev Ctr, 3909 Halls Ferry Rd, Vicksburg, MS 39180 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Follum, Michael L.
Omranian, Ehsan
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h-index: 0
机构:
Univ Texas San Antonio, Dept Civil & Environm Engn, San Antonio, TX 78249 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Omranian, Ehsan
Fekete, Balazs M.
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机构:
CUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, Steinman Hall,Room 188,160 Convent Ave, New York, NY 10031 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
机构:
UNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, NetherlandsUNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, Netherlands
Alfonso, L.
Mukolwe, M. M.
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机构:
UNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, Netherlands
Masinde Muliro Univ Sci & Technol, Estates Dept, Kakamega, KenyaUNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, Netherlands
机构:
Multimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, MalaysiaMultimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, Malaysia
Arumugam, M. Senthil
Rao, M. V. C.
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h-index: 0
机构:
Multimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, MalaysiaMultimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, Malaysia
机构:
CUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Afshari, Shahab
Tavakoly, Ahmad A.
论文数: 0引用数: 0
h-index: 0
机构:
US Army, Coastal & Hydraul Lab, Engineer Res & Dev Ctr, 3909 Halls Ferry Rd, Vicksburg, MS 39180 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Tavakoly, Ahmad A.
Rajib, Mohammad Adnan
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Lyles Sch Civil Engn, 550 W Stadium Ave, W Lafayette, IN 47907 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Rajib, Mohammad Adnan
Zheng, Xing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Civil Architectural & Environm Engn, Austin, TX 78712 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Zheng, Xing
Follum, Michael L.
论文数: 0引用数: 0
h-index: 0
机构:
US Army, Coastal & Hydraul Lab, Engineer Res & Dev Ctr, 3909 Halls Ferry Rd, Vicksburg, MS 39180 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Follum, Michael L.
Omranian, Ehsan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas San Antonio, Dept Civil & Environm Engn, San Antonio, TX 78249 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
Omranian, Ehsan
Fekete, Balazs M.
论文数: 0引用数: 0
h-index: 0
机构:
CUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, Steinman Hall,Room 188,160 Convent Ave, New York, NY 10031 USACUNY, CREST Inst, City Coll New York, Environm CrossRd Initiat,Dept Civil Engn, 160 Convent Ave,Marshak Rm 826, New York, NY 10031 USA
机构:
UNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, NetherlandsUNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, Netherlands
Alfonso, L.
Mukolwe, M. M.
论文数: 0引用数: 0
h-index: 0
机构:
UNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, Netherlands
Masinde Muliro Univ Sci & Technol, Estates Dept, Kakamega, KenyaUNESCO IHE Inst Water Educ, Integrated Water Syst & Governance, Delft, Netherlands
机构:
Multimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, MalaysiaMultimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, Malaysia
Arumugam, M. Senthil
Rao, M. V. C.
论文数: 0引用数: 0
h-index: 0
机构:
Multimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, MalaysiaMultimedia Univ, Fac Engn & Technol, Jalan Ayer Keroh Lama 75450, Melaka, Malaysia