Real-Time Flood Mapping on Client-Side Web Systems Using HAND Model

The height above nearest drainage (HAND) model is frequently used to calculate properties of the soil and predict flood inundation extents. HAND is extremely useful due to its lack of reliance on prior data, as only the digital elevation model (DEM) is needed. It is close to optimal, running in line...

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Veröffentlicht in:Hydrology Jg. 8; H. 2; S. 65
Hauptverfasser: Hu, Anson, Demir, Ibrahim
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Basel MDPI AG 01.06.2021
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ISSN:2306-5338, 2306-5338
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Abstract The height above nearest drainage (HAND) model is frequently used to calculate properties of the soil and predict flood inundation extents. HAND is extremely useful due to its lack of reliance on prior data, as only the digital elevation model (DEM) is needed. It is close to optimal, running in linear or linearithmic time in the number of cells depending on the values of the heights. It can predict watersheds and flood extent to a high degree of accuracy. We applied a client-side HAND model on the web to determine extent of flood inundation in several flood prone areas in Iowa, including the city of Cedar Rapids and Ames. We demonstrated that the HAND model was able to achieve inundation maps comparable to advanced hydrodynamic models (i.e., Federal Emergency Management Agency approved flood insurance rate maps) in Iowa, and would be helpful in the absence of detailed hydrological data. The HAND model is applicable in situations where a combination of accuracy and short runtime are needed, for example, in interactive flood mapping and supporting mitigation decisions, where users can add features to the landscape and see the predicted inundation.
AbstractList The height above nearest drainage (HAND) model is frequently used to calculate properties of the soil and predict flood inundation extents. HAND is extremely useful due to its lack of reliance on prior data, as only the digital elevation model (DEM) is needed. It is close to optimal, running in linear or linearithmic time in the number of cells depending on the values of the heights. It can predict watersheds and flood extent to a high degree of accuracy. We applied a client-side HAND model on the web to determine extent of flood inundation in several flood prone areas in Iowa, including the city of Cedar Rapids and Ames. We demonstrated that the HAND model was able to achieve inundation maps comparable to advanced hydrodynamic models (i.e., Federal Emergency Management Agency approved flood insurance rate maps) in Iowa, and would be helpful in the absence of detailed hydrological data. The HAND model is applicable in situations where a combination of accuracy and short runtime are needed, for example, in interactive flood mapping and supporting mitigation decisions, where users can add features to the landscape and see the predicted inundation.
Author Demir, Ibrahim
Hu, Anson
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  surname: Demir
  fullname: Demir, Ibrahim
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Cites_doi 10.1016/j.scitotenv.2020.138895
10.1016/j.jhydrol.2017.06.017
10.1016/j.cageo.2013.01.009
10.1016/j.rse.2008.03.018
10.1145/3306214.3338550
10.1016/j.envsoft.2017.01.006
10.1002/hyp.8226
10.3390/hydrology4020024
10.1061/(ASCE)0733-9429(1998)124:1(13)
10.1016/j.envsoft.2019.03.008
10.1002/9781119217886
10.1186/s40965-019-0068-9
10.1002/essoar.10504527.1
10.1111/j.1752-1688.2011.00546.x
10.1007/s11069-018-3331-y
10.1029/2002WR001426
10.1145/3062341.3062363
10.1016/j.jhydrol.2017.11.036
10.31223/OSF.IO/HQPZG
10.1016/j.scitotenv.2020.144121
10.1016/j.ijdrr.2021.102113
10.2166/wst.2020.369
10.1016/j.scitotenv.2019.07.157
10.1002/hyp.10581
10.3390/hydrology4020030
10.3390/rs12071156
10.1007/s11069-019-03738-6
10.1016/j.cageo.2013.04.024
10.3390/geosciences8090346
10.1007/s12145-019-00398-9
10.1016/j.jhydrol.2011.03.051
10.1080/19475705.2016.1220025
10.3390/rs12193206
10.1016/S0749-0704(18)30306-3
10.1016/j.scitotenv.2018.11.191
10.1016/j.jenvman.2019.109887
10.1016/j.envsoft.2020.104761
10.1016/S0198-9715(99)00047-2
10.5194/hess-22-5967-2018
10.1061/(ASCE)0733-9429(2000)126:1(4)
10.3390/w4010085
10.1080/02626667.2019.1659508
10.1038/nclimate1452
10.2166/hydro.2019.170
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References Sit (ref_38) 2019; 4
Ricci (ref_26) 2017; 552
Xu (ref_35) 2019; 692
Rebolho (ref_42) 2018; 22
Bhatt (ref_6) 2017; 8
Sinha (ref_24) 1998; 124
Sermet (ref_17) 2020; 65
ref_12
McGrath (ref_25) 2018; 93
ref_34
ref_10
Yildirim (ref_8) 2019; 99
ref_19
Wu (ref_28) 2000; 126
Nobre (ref_33) 2016; 30
ref_39
Renno (ref_31) 2008; 112
Noji (ref_2) 1991; 7
Barnes (ref_44) 2013; 62
Szolgay (ref_15) 2012; 48
Sermet (ref_11) 2019; 12
Seo (ref_18) 2019; 117
Gallant (ref_30) 2003; 39
Gilles (ref_45) 2012; 4
Nobre (ref_32) 2011; 404
Uhlenbrook (ref_16) 2012; 26
Sermet (ref_40) 2020; 728
Coumou (ref_1) 2012; 2
Agliamzanov (ref_37) 2020; 22
ref_46
Xiang (ref_13) 2020; 131
ref_22
Priestnall (ref_23) 2000; 24
Xu (ref_41) 2020; 255
Yildirim (ref_9) 2021; 56
Afshari (ref_29) 2018; 556
ref_3
Sit (ref_36) 2020; 761
Dettinger (ref_14) 2011; 47
Teng (ref_20) 2017; 90
ref_27
Arrighi (ref_5) 2019; 654
Sit (ref_21) 2020; 82
ref_4
Barnes (ref_43) 2013; 62
ref_7
References_xml – volume: 728
  start-page: 138895
  year: 2020
  ident: ref_40
  article-title: A serious gaming framework for decision support on hydrological hazards
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2020.138895
– volume: 552
  start-page: 210
  year: 2017
  ident: ref_26
  article-title: Ensemble-based data assimilation for operational flood forecasting–On the merits of state estimation for 1D hydrodynamic forecasting through the example of the “Adour Maritime” river
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2017.06.017
– volume: 62
  start-page: 128
  year: 2013
  ident: ref_44
  article-title: An efficient assignment of drainage direction over flat surfaces in raster digital elevation models
  publication-title: Comput. Geosci.
  doi: 10.1016/j.cageo.2013.01.009
– volume: 112
  start-page: 3469
  year: 2008
  ident: ref_31
  article-title: HAND, a new terrain descriptor using SRTM-DEM: Mapping terra-firme rainforest environments in Amazonia
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2008.03.018
– ident: ref_12
  doi: 10.1145/3306214.3338550
– volume: 90
  start-page: 201
  year: 2017
  ident: ref_20
  article-title: Flood inundation modelling: A review of methods, recent advances and uncertainty analysis
  publication-title: Environ. Model. Softw.
  doi: 10.1016/j.envsoft.2017.01.006
– volume: 48
  start-page: W04511
  year: 2012
  ident: ref_15
  article-title: Flood timescales: Understanding the interplay of climate and catchment processes through comparative hydrology
  publication-title: Water Resour. Res.
– volume: 26
  start-page: 153
  year: 2012
  ident: ref_16
  article-title: Is the current flood of data enough? A treatise on research needs for the improvement of flood modelling
  publication-title: Hydrol. Process.
  doi: 10.1002/hyp.8226
– ident: ref_10
  doi: 10.3390/hydrology4020024
– volume: 124
  start-page: 13
  year: 1998
  ident: ref_24
  article-title: Three-dimensional numerical model for flow through natural rivers
  publication-title: J. Hydraul. Eng.
  doi: 10.1061/(ASCE)0733-9429(1998)124:1(13)
– volume: 117
  start-page: 69
  year: 2019
  ident: ref_18
  article-title: A pilot infrastructure for searching rainfall metadata and generating rainfall product using the big data of NEXRAD
  publication-title: Environ. Model. Softw.
  doi: 10.1016/j.envsoft.2019.03.008
– ident: ref_27
  doi: 10.1002/9781119217886
– volume: 4
  start-page: 1
  year: 2019
  ident: ref_38
  article-title: Optimized watershed delineation library for server-side and client-side web applications
  publication-title: Open Geospat. Data Softw. Stand.
  doi: 10.1186/s40965-019-0068-9
– ident: ref_4
  doi: 10.1002/essoar.10504527.1
– volume: 47
  start-page: 514
  year: 2011
  ident: ref_14
  article-title: Climate change, atmospheric rivers, and floods in California—A multimodel analysis of storm frequency and magnitude changes
  publication-title: JAWRA J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.2011.00546.x
– volume: 93
  start-page: 905
  year: 2018
  ident: ref_25
  article-title: A comparison of simplified conceptual models for rapid web-based flood inundation mapping
  publication-title: Nat. Hazards
  doi: 10.1007/s11069-018-3331-y
– volume: 39
  start-page: 1347
  year: 2003
  ident: ref_30
  article-title: A multiresolution index of valley bottom flatness for mapping depositional areas
  publication-title: Water Resour. Res.
  doi: 10.1029/2002WR001426
– ident: ref_39
  doi: 10.1145/3062341.3062363
– volume: 556
  start-page: 539
  year: 2018
  ident: ref_29
  article-title: Comparison of new generation low-complexity flood inundation mapping tools with a hydrodynamic model
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2017.11.036
– ident: ref_34
  doi: 10.31223/OSF.IO/HQPZG
– volume: 761
  start-page: 144121
  year: 2020
  ident: ref_36
  article-title: Web-based data analytics framework for well forecasting and groundwater quality
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2020.144121
– volume: 56
  start-page: 102113
  year: 2021
  ident: ref_9
  article-title: An Integrated Flood Risk Assessment and Mitigation Framework: A Case Study for Middle Cedar River Basin, Iowa, US
  publication-title: Int. J. Disaster Risk Reduct.
  doi: 10.1016/j.ijdrr.2021.102113
– volume: 82
  start-page: 2635
  year: 2020
  ident: ref_21
  article-title: A comprehensive review of deep learning applications in hydrology and water resources
  publication-title: Water Sci. Technol.
  doi: 10.2166/wst.2020.369
– volume: 692
  start-page: 806
  year: 2019
  ident: ref_35
  article-title: A web-based geovisual analytics platform for identifying potential contributors to culvert sedimentation
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2019.07.157
– volume: 30
  start-page: 320
  year: 2016
  ident: ref_33
  article-title: HAND contour: A new proxy predictor of inundation extent
  publication-title: Hydrol. Process.
  doi: 10.1002/hyp.10581
– ident: ref_7
  doi: 10.3390/hydrology4020030
– ident: ref_46
  doi: 10.3390/rs12071156
– volume: 99
  start-page: 275
  year: 2019
  ident: ref_8
  article-title: An integrated web framework for HAZUS-MH flood loss estimation analysis
  publication-title: Nat. Hazards
  doi: 10.1007/s11069-019-03738-6
– volume: 62
  start-page: 117
  year: 2013
  ident: ref_43
  article-title: Priority-flood: An optimal depression-filling and watershed-labeling algorithm for digital elevation models
  publication-title: Comput. Geosci.
  doi: 10.1016/j.cageo.2013.04.024
– ident: ref_3
  doi: 10.3390/geosciences8090346
– volume: 12
  start-page: 541
  year: 2019
  ident: ref_11
  article-title: Towards an information centric flood ontology for information management and communication
  publication-title: Earth Sci. Inform.
  doi: 10.1007/s12145-019-00398-9
– volume: 404
  start-page: 13
  year: 2011
  ident: ref_32
  article-title: Height above the nearest drainage—A hydrologically relevant new terrain model
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2011.03.051
– volume: 8
  start-page: 384
  year: 2017
  ident: ref_6
  article-title: Development of flood inundation extent libraries over a range of potential flood levels: A practical framework for quick flood response
  publication-title: Geomat. Nat. Hazards Risk
  doi: 10.1080/19475705.2016.1220025
– ident: ref_22
  doi: 10.3390/rs12193206
– volume: 7
  start-page: 271
  year: 1991
  ident: ref_2
  article-title: Natural Disasters
  publication-title: Crit. Care Clin.
  doi: 10.1016/S0749-0704(18)30306-3
– volume: 654
  start-page: 1010
  year: 2019
  ident: ref_5
  article-title: Preparedness against mobility disruption by floods
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2018.11.191
– volume: 255
  start-page: 109887
  year: 2020
  ident: ref_41
  article-title: A web-based decision support system for collaborative mitigation of multiple water-related hazards using serious gaming
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2019.109887
– volume: 131
  start-page: 104761
  year: 2020
  ident: ref_13
  article-title: Distributed long-term hourly streamflow predictions using deep learning–A case study for State of Iowa
  publication-title: Environ. Model. Softw.
  doi: 10.1016/j.envsoft.2020.104761
– ident: ref_19
– volume: 24
  start-page: 65
  year: 2000
  ident: ref_23
  article-title: Extracting urban features from LiDAR digital surface models
  publication-title: Comput. Environ. Urban Syst.
  doi: 10.1016/S0198-9715(99)00047-2
– volume: 22
  start-page: 5967
  year: 2018
  ident: ref_42
  article-title: Inundation mapping based on reach-scale effective geometry
  publication-title: Hydrol. Earth Syst. Sci.
  doi: 10.5194/hess-22-5967-2018
– volume: 126
  start-page: 4
  year: 2000
  ident: ref_28
  article-title: 3D numerical modeling of flow and sediment transport in open channels
  publication-title: J. Hydraul. Eng. ASCE
  doi: 10.1061/(ASCE)0733-9429(2000)126:1(4)
– volume: 4
  start-page: 85
  year: 2012
  ident: ref_45
  article-title: Inundation mapping initiatives of the Iowa Flood Center: Statewide coverage and detailed urban flooding analysis
  publication-title: Water
  doi: 10.3390/w4010085
– volume: 65
  start-page: 813
  year: 2020
  ident: ref_17
  article-title: Crowdsourced approaches for stage measurements at ungauged locations using smartphones
  publication-title: Hydrol. Sci. J.
  doi: 10.1080/02626667.2019.1659508
– volume: 2
  start-page: 491
  year: 2012
  ident: ref_1
  article-title: A decade of weather extremes
  publication-title: Nat. Clim. Chang.
  doi: 10.1038/nclimate1452
– volume: 22
  start-page: 235
  year: 2020
  ident: ref_37
  article-title: Hydrology@ Home: A distributed volunteer computing framework for hydrological research and applications
  publication-title: J. Hydroinform.
  doi: 10.2166/hydro.2019.170
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Snippet The height above nearest drainage (HAND) model is frequently used to calculate properties of the soil and predict flood inundation extents. HAND is extremely...
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SubjectTerms Accuracy
Algorithms
C plus plus
Decision making
Digital Elevation Models
Drainage
Emergency management
Emergency preparedness
Flood damage
Flood management
Flood mapping
flood maps
Flood predictions
flood risk management
flood risk mapping
Floods
HAND model
Hydrodynamics
hydrologic data
Hydrology
insurance
Iowa
JavaScript
landscapes
Mapping
Mitigation
Model accuracy
soil
Soil properties
Storm damage
Watersheds
web systems
WebAssembly
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