Area under the curve;
Barreiros flooding;
Drainage validation;
Flood susceptibility;
Model efficiency;
Natural hazards;
LAND-USE;
BRAZIL;
AREAS;
D O I:
10.1007/s10668-024-04785-1
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Addressing the escalating issue of flood susceptibility, exacerbated by climate change and urban expansion, this study presents a comprehensive evaluation of the Height Above the Nearest Drainage (HAND) model in Barreiros, Brazil-a locale recurrently affected by floods. Employing rigorous calibration techniques, the HAND model was fine-tuned using Digital Terrain Models (DTMs)-Light Detecting and Ranging (LiDAR) at 5 m and Advanced Land Observing Satellite Phased Array Type L-band Synthetic Aperture Radar (ALOS PALSAR) at 12.5 m-and validated using historical flood data. Metrics such as error percentages, Receiver Operating Characteristic (ROC), Area Under the Curve (AUC), Specificity, Sensitivity, and Precision were employed for validation. Results reveal that the LiDAR-based DTM provided superior drainage delineation, resulting in enhanced flood simulation accuracy. An overall effectiveness of 74.5% was achieved, further validated by ROC/AUC analyses. The study also highlights the model's tendency to overestimate flood risks in plains and suggests caution in its application. These findings have critical implications for flood risk assessment, urban planning, and resource allocation.
机构:
Utah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USAUtah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USA
Garousi-Nejad, Irene
Tarboton, David G.
论文数: 0引用数: 0
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机构:
Utah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USAUtah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USA
Tarboton, David G.
Aboutalebi, Mahyar
论文数: 0引用数: 0
h-index: 0
机构:
Utah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USAUtah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USA
Aboutalebi, Mahyar
Torres-Rua, Alfonso F.
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h-index: 0
机构:
Utah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USAUtah State Univ, Utah Water Res Lab, Dept Civil & Environm Engn, Logan, UT 84322 USA
机构:
INPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
INPE, CCST, BR-12227010 Sao Jose Dos Campos, SP, BrazilINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Nobre, A. D.
Cuartas, L. A.
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h-index: 0
机构:
INPE, CCST, BR-12227010 Sao Jose Dos Campos, SP, BrazilINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Cuartas, L. A.
Hodnett, M.
论文数: 0引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Fac Earth & Life Sci, Dept Hydrol & Geoenvironm Sci, NL-1081 HV Amsterdam, NetherlandsINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Hodnett, M.
Renno, C. D.
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h-index: 0
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INPE, CCST, BR-12227010 Sao Jose Dos Campos, SP, BrazilINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Renno, C. D.
Rodrigues, G.
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INPE, CCST, BR-12227010 Sao Jose Dos Campos, SP, BrazilINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Rodrigues, G.
Silveira, A.
论文数: 0引用数: 0
h-index: 0
机构:
INPE, CCST, BR-12227010 Sao Jose Dos Campos, SP, BrazilINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Silveira, A.
Waterloo, M.
论文数: 0引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Fac Earth & Life Sci, Dept Hydrol & Geoenvironm Sci, NL-1081 HV Amsterdam, NetherlandsINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
Waterloo, M.
Saleska, S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Dept Ecol & Evolutionary Biol, Tucson, AZ 85721 USAINPE, Escritorio Reg, INPA, BR-12227010 Sao Jose Dos Campos, SP, Brazil
机构:
Univ Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USAUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Li, Zhouyayan
Duque, Felipe Quintero
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USAUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Duque, Felipe Quintero
Grout, Trevor
论文数: 0引用数: 0
h-index: 0
机构:
NOAA, Colorado Basin River Forecast Ctr, Salt Lake City, UT USAUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Grout, Trevor
Bates, Bradford
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA USAUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Bates, Bradford
Demir, Ibrahim
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USAUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
机构:
Lynker, Leesburg, VA 20176 USA
Univ Florida, Ctr Remote Sensing, Agr & Biol Engn Dept, Gainesville, FL 32611 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Aristizabal, Fernando
Salas, Fernando
论文数: 0引用数: 0
h-index: 0
机构:
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Salas, Fernando
Petrochenkov, Gregory
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA 20176 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Petrochenkov, Gregory
Grout, Trevor
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA 20176 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USA
NOAA, Colorado Basin River Forecast Ctr, Natl Weather Serv, Salt Lake City, UT USALynker, Leesburg, VA 20176 USA
Grout, Trevor
Avant, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA 20176 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Avant, Brian
Bates, Bradford
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA 20176 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Bates, Bradford
Spies, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA 20176 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Spies, Ryan
Chadwick, Nick
论文数: 0引用数: 0
h-index: 0
机构:
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Chadwick, Nick
Wills, Zachary
论文数: 0引用数: 0
h-index: 0
机构:
Lynker, Leesburg, VA 20176 USA
NOAA, Natl Water Ctr, Off Water Predict, Natl Weather Serv, Tuscaloosa, AL 35401 USALynker, Leesburg, VA 20176 USA
Wills, Zachary
Judge, Jasmeet
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Ctr Remote Sensing, Agr & Biol Engn Dept, Gainesville, FL 32611 USALynker, Leesburg, VA 20176 USA