Skip to main content
Top
Published in: Water Resources Management 14/2018

18-08-2018

Regionalized Design Rainfall Estimation: an Appraisal of Inundation Mapping for Flood Management Under Data-Scarce Situations

Authors: Mohit Prakash Mohanty, Mazhuvanchery Avarachen Sherly, Subhankar Karmakar, Subimal Ghosh

Published in: Water Resources Management | Issue 14/2018

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Availability of regionalized design rainfall is crucial for flood modeling, particularly over the regions with sparse raingauge networks. This study proposes a new comprehensive framework for generating regionalized design rainfall time series for data-poor catchments involving non-linear and non-parametric optimization approaches. A large set of parametric and non-parametric families of distribution were considered for multivariate rainfall frequency analysis using at-site station data, while a unique design temporal pattern over the region was derived by quantifying the flood causing potential of design hyetographs. The regionalized design rainfall time series was used as one of the inputs to a two-dimensional (2D) flood model. The accuracy and performance of the derived regionalized design rainfall for flood inundation modeling were evaluated by comparing with those derived from different spatial interpolation methods. There was a high consensus of the former with those of widely used kriging and spline interpolation methods. A severely flood-prone and data-poor (no raingauge available within study area) large coastal catchment lying along the coast of the Bay of Bengal, India, was chosen for a demonstration of the proposed framework. The study showed that the framework can be used for extreme events arising due to floods, even under changing climatic scenarios. It further invokes the necessity for incorporating the proposed framework into various commercially and freely available flood models along with other existing interpolation techniques to support improved flood management.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Al Mamoon A, Joergensen NE, Rahman A, Qasem H (2014) Derivation of new design rainfall in Qatar using L-moment based index frequency approach. Int J Sustain Built Environ 3:111–118CrossRef Al Mamoon A, Joergensen NE, Rahman A, Qasem H (2014) Derivation of new design rainfall in Qatar using L-moment based index frequency approach. Int J Sustain Built Environ 3:111–118CrossRef
go back to reference Alfieri L, Laio F, Claps P (2008) A simulation experiment for optimal design hyetograph selection. Hydrol Process 22:813–820CrossRef Alfieri L, Laio F, Claps P (2008) A simulation experiment for optimal design hyetograph selection. Hydrol Process 22:813–820CrossRef
go back to reference Alila Y (2000) Regional rainfall depth-duration-frequency equations for Canada. Water Resour Res 36:1767–1778CrossRef Alila Y (2000) Regional rainfall depth-duration-frequency equations for Canada. Water Resour Res 36:1767–1778CrossRef
go back to reference Borga M, Vezzani C, Dall Fontana G (2005) Regional rainfall depth-duration-frequency equations for an alpine region. Nat Hazards 36:221–235CrossRef Borga M, Vezzani C, Dall Fontana G (2005) Regional rainfall depth-duration-frequency equations for an alpine region. Nat Hazards 36:221–235CrossRef
go back to reference Brath A, Castellarin A, Montanari A (2003) Assessing the reliability of regional depth-duration-frequency equations for gaged and ungaged sites. Water Resour Res 39:1–12CrossRef Brath A, Castellarin A, Montanari A (2003) Assessing the reliability of regional depth-duration-frequency equations for gaged and ungaged sites. Water Resour Res 39:1–12CrossRef
go back to reference Buishand TA (1991) Extreme rainfall estimation by combining data from several sites. Hydrol Sci J 36:345–365CrossRef Buishand TA (1991) Extreme rainfall estimation by combining data from several sites. Hydrol Sci J 36:345–365CrossRef
go back to reference Chen LH, Lin GF, Hsu CW (2011) Development of design hyetographs for ungauged sites using an approach combining PCA, SOM and kriging methods. Water Resour Manag 25:1995–2013CrossRef Chen LH, Lin GF, Hsu CW (2011) Development of design hyetographs for ungauged sites using an approach combining PCA, SOM and kriging methods. Water Resour Manag 25:1995–2013CrossRef
go back to reference DHI (2014) MIKE 21 flow model: hydrodynamic module user guide. Accessed on 10 June 2016 DHI (2014) MIKE 21 flow model: hydrodynamic module user guide. Accessed on 10 June 2016
go back to reference District Emergency Operation Center (2016) District disaster management plan Jagatsinghpur. Jagatsinghpur District Emergency Operation Center (2016) District disaster management plan Jagatsinghpur. Jagatsinghpur
go back to reference Esteves L S (2013) Consequences to flood management of using different probability distributions to estimate extreme rainfall. J Environ Manage 115: 98–105CrossRef Esteves L S (2013) Consequences to flood management of using different probability distributions to estimate extreme rainfall. J Environ Manage 115: 98–105CrossRef
go back to reference Ghosh S, Vittal H, Sharma T, Karmakar S (2016) Indian summer monsoon rainfall: implications of contrasting trends in the spatial variability of means and extremes. PLoS One 11:1–14 Ghosh S, Vittal H, Sharma T, Karmakar S (2016) Indian summer monsoon rainfall: implications of contrasting trends in the spatial variability of means and extremes. PLoS One 11:1–14
go back to reference Grimaldi S, Serinaldi F (2006) Design hyetograph analysis with 3-copula function. Hydrol Sci J 51:223–238CrossRef Grimaldi S, Serinaldi F (2006) Design hyetograph analysis with 3-copula function. Hydrol Sci J 51:223–238CrossRef
go back to reference Guhathakurta P, Sreejith OP, Menon PA (2011) Impact of climate change on extreme rainfall events and flood risk in India. J Earth Syst Sci 120:359–373CrossRef Guhathakurta P, Sreejith OP, Menon PA (2011) Impact of climate change on extreme rainfall events and flood risk in India. J Earth Syst Sci 120:359–373CrossRef
go back to reference Haddad K, Rahman A, Green J (2011) Design rainfall estimation in Australia: a case study using L moments and generalized least squares regression. Stoch Env Res Risk A 25:815–825CrossRef Haddad K, Rahman A, Green J (2011) Design rainfall estimation in Australia: a case study using L moments and generalized least squares regression. Stoch Env Res Risk A 25:815–825CrossRef
go back to reference Horritt MS, Bates PD (2002) Evaluation of 1D and 2D numerical models for predicting river flood inundation. J Hydrol 268:87–99CrossRef Horritt MS, Bates PD (2002) Evaluation of 1D and 2D numerical models for predicting river flood inundation. J Hydrol 268:87–99CrossRef
go back to reference Isaaks EH, Srivastava RM (1989) An introduction to applied geostatistics. Oxford University Press, New York Isaaks EH, Srivastava RM (1989) An introduction to applied geostatistics. Oxford University Press, New York
go back to reference Jensen OP, Christman MC, Miller TJ (2006) Landscape-based geostatistics: a case study of the distribution of blue crab in Chesapeake Bay. Environmetrics 17:605–621CrossRef Jensen OP, Christman MC, Miller TJ (2006) Landscape-based geostatistics: a case study of the distribution of blue crab in Chesapeake Bay. Environmetrics 17:605–621CrossRef
go back to reference Jonkman SN, Penning-Rowsell E (2008) Human instability in flood flows. J Am Water Resour Assoc 44:1208–1218CrossRef Jonkman SN, Penning-Rowsell E (2008) Human instability in flood flows. J Am Water Resour Assoc 44:1208–1218CrossRef
go back to reference Kadam P, Sen D (2012) Flood inundation simulation in Ajoy River using MIKE-FLOOD. ISH J Hydraul Eng 18:129–141CrossRef Kadam P, Sen D (2012) Flood inundation simulation in Ajoy River using MIKE-FLOOD. ISH J Hydraul Eng 18:129–141CrossRef
go back to reference Kalteh AM, Berndtsson R (2007) Interpolating monthly precipitation by self-organizing map (SOM) and multilayer perceptron (MLP). Hydrol Sci J 52:305–317CrossRef Kalteh AM, Berndtsson R (2007) Interpolating monthly precipitation by self-organizing map (SOM) and multilayer perceptron (MLP). Hydrol Sci J 52:305–317CrossRef
go back to reference Karmakar S, Simonovic SP (2009) Bivariate flood frequency analysis. Part 2: a copula-based approach with mixed marginal distributions. J Flood Risk Manag 2:32–44CrossRef Karmakar S, Simonovic SP (2009) Bivariate flood frequency analysis. Part 2: a copula-based approach with mixed marginal distributions. J Flood Risk Manag 2:32–44CrossRef
go back to reference Karmakar S, Simonovic SP, Peck A, Black J (2010) An information system for risk-vulnerability assessment to flood. J Geogr Inf Syst 2:129–146 Karmakar S, Simonovic SP, Peck A, Black J (2010) An information system for risk-vulnerability assessment to flood. J Geogr Inf Syst 2:129–146
go back to reference Li Z, Li C, Xu Z, Zhou X (2014) Frequency analysis of precipitation extremes in Heihe River basin based on generalized Pareto distribution. Stoch Environ Res Risk Assess 28: 1709–1721CrossRef Li Z, Li C, Xu Z, Zhou X (2014) Frequency analysis of precipitation extremes in Heihe River basin based on generalized Pareto distribution. Stoch Environ Res Risk Assess 28: 1709–1721CrossRef
go back to reference Lin GF, Wu MC (2007) A SOM-based approach to estimating design hyetographs of ungauged sites. J Hydrol 339:216–226CrossRef Lin GF, Wu MC (2007) A SOM-based approach to estimating design hyetographs of ungauged sites. J Hydrol 339:216–226CrossRef
go back to reference Lin GF, Chen LH, Kao SC (2005) Development of regional design hyetographs. Hydrol Process 19:937–946CrossRef Lin GF, Chen LH, Kao SC (2005) Development of regional design hyetographs. Hydrol Process 19:937–946CrossRef
go back to reference Lin GF, Wu MC, Chen GR, Liu SJ (2010) Construction of design hyetographs for locations without observed data. Hydrol Process 24:481–491CrossRef Lin GF, Wu MC, Chen GR, Liu SJ (2010) Construction of design hyetographs for locations without observed data. Hydrol Process 24:481–491CrossRef
go back to reference Little LS, Edwards D, Porter DE (1997) Kriging in estuaries: as the crow flies, or as the fish swims? J Exp Mar Bio Ecol 213:1–11CrossRef Little LS, Edwards D, Porter DE (1997) Kriging in estuaries: as the crow flies, or as the fish swims? J Exp Mar Bio Ecol 213:1–11CrossRef
go back to reference Madsen H, Mikkelsen PS, Rosbjerg D, Harremoës P (2002) Regional estimation of rainfall intensity-duration-frequency curves using generalized least squares regression of partial duration series statistics. Water Resour Res 38:21-1–21-11CrossRef Madsen H, Mikkelsen PS, Rosbjerg D, Harremoës P (2002) Regional estimation of rainfall intensity-duration-frequency curves using generalized least squares regression of partial duration series statistics. Water Resour Res 38:21-1–21-11CrossRef
go back to reference Meylan P, Favre A-C, Musy A (2012) Predictive hydrology: a frequency analysis approach Boca Raton: CRC Press Meylan P, Favre A-C, Musy A (2012) Predictive hydrology: a frequency analysis approach Boca Raton: CRC Press
go back to reference Overeem A, Buishand TA, Holleman I (2009) Extreme rainfall analysis and estimation of depth-duration-frequency curves using weather radar. Water Resour Res 45:1–15CrossRef Overeem A, Buishand TA, Holleman I (2009) Extreme rainfall analysis and estimation of depth-duration-frequency curves using weather radar. Water Resour Res 45:1–15CrossRef
go back to reference Patwardhan S, Kulkarni A, Rao KK (2016) Projected changes in rainfall and temperature over homogeneous regions of India. Theor Appl Climatol 1–12 Patwardhan S, Kulkarni A, Rao KK (2016) Projected changes in rainfall and temperature over homogeneous regions of India. Theor Appl Climatol 1–12
go back to reference Phillips DL, Dolph J, Marks D (1992) A comparison of geostatistical procedures for spatial analysis of precipitation in mountainous terrain. Agric For Meteorol 58:119–141CrossRef Phillips DL, Dolph J, Marks D (1992) A comparison of geostatistical procedures for spatial analysis of precipitation in mountainous terrain. Agric For Meteorol 58:119–141CrossRef
go back to reference Prodanovic P, Simonovic SP (2004) Generation of synthetic design storms for the upper Thames River basin. Department of Civil and Environmental Engineering, The University of Western Ontario Prodanovic P, Simonovic SP (2004) Generation of synthetic design storms for the upper Thames River basin. Department of Civil and Environmental Engineering, The University of Western Ontario
go back to reference Sarkar S, Goel NK, Mathur BS (2010) Development of isopluvial map using L-moment approach for Tehri-Garhwal Himalaya. Stoch Env Res Risk A 24:411–423CrossRef Sarkar S, Goel NK, Mathur BS (2010) Development of isopluvial map using L-moment approach for Tehri-Garhwal Himalaya. Stoch Env Res Risk A 24:411–423CrossRef
go back to reference Shashikanth K, Madhusoodhanan CG, Ghosh S, Eldho TI, Rajendran K, Murtugudde R (2014) Comparing statistically downscaled simulations of Indian monsoon at different spatial resolutions. J Hydrol 519:3163–3177CrossRef Shashikanth K, Madhusoodhanan CG, Ghosh S, Eldho TI, Rajendran K, Murtugudde R (2014) Comparing statistically downscaled simulations of Indian monsoon at different spatial resolutions. J Hydrol 519:3163–3177CrossRef
go back to reference Sherly MA, Karmakar S, Chan T, Rau C (2013) Regional depth-duration-frequency curves for Mumbai City. In: 6th International Conference on Water Resources and Environmental Research (ICWRER 2013), KLIWAS, Koblenz, Germany, pp 629–646 Sherly MA, Karmakar S, Chan T, Rau C (2013) Regional depth-duration-frequency curves for Mumbai City. In: 6th International Conference on Water Resources and Environmental Research (ICWRER 2013), KLIWAS, Koblenz, Germany, pp 629–646
go back to reference Sherly MA, Karmakar S, Chan T, Rau C (2015) Design rainfall framework using multivariate parametric-nonparametric approach. J Hydrol Eng 21:4015049CrossRef Sherly MA, Karmakar S, Chan T, Rau C (2015) Design rainfall framework using multivariate parametric-nonparametric approach. J Hydrol Eng 21:4015049CrossRef
go back to reference Subash N, Sikka AK (2014) Trend analysis of rainfall and temperature and its relationship over India. Theor Appl Climatol 117:449–462CrossRef Subash N, Sikka AK (2014) Trend analysis of rainfall and temperature and its relationship over India. Theor Appl Climatol 117:449–462CrossRef
go back to reference Svensson C, Jones DA (2010) Review of rainfall frequency estimation methods. J Flood Risk Manag 3:296–313CrossRef Svensson C, Jones DA (2010) Review of rainfall frequency estimation methods. J Flood Risk Manag 3:296–313CrossRef
go back to reference Tabios GQ III, Salas JD (1985) A comparative analysis of techniques for spatial interpolation of precipitation. Water Resour Bull 21:365–380CrossRef Tabios GQ III, Salas JD (1985) A comparative analysis of techniques for spatial interpolation of precipitation. Water Resour Bull 21:365–380CrossRef
go back to reference Timbadiya P-V, Patel P-L, Porey P-D (2014) A 1D–2D Coupled Hydrodynamic Model for River Flood Prediction in a Coastal Urban Floodplain. J Hydrol Eng 20:05014017CrossRef Timbadiya P-V, Patel P-L, Porey P-D (2014) A 1D–2D Coupled Hydrodynamic Model for River Flood Prediction in a Coastal Urban Floodplain. J Hydrol Eng 20:05014017CrossRef
go back to reference Van de Vyver H, Demarée GR (2010) Construction of intensity–duration–frequency (IDF) curves for precipitation at Lubumbashi, Congo, under the hypothesis of inadequate data. Hydrol Sci J 55:555–564CrossRef Van de Vyver H, Demarée GR (2010) Construction of intensity–duration–frequency (IDF) curves for precipitation at Lubumbashi, Congo, under the hypothesis of inadequate data. Hydrol Sci J 55:555–564CrossRef
go back to reference Vandenberghe S, Verhoest NEC, De Baets B (2010) Fitting bivariate copulas to the dependence structure between storm characteristics: a detailed analysis, based on 105 year 10 min rainfall. Water Resour Res 46:1–17CrossRef Vandenberghe S, Verhoest NEC, De Baets B (2010) Fitting bivariate copulas to the dependence structure between storm characteristics: a detailed analysis, based on 105 year 10 min rainfall. Water Resour Res 46:1–17CrossRef
go back to reference Vicente-serrano SM, Saz-sánchez MA, Cuadrat JM (2003) Comparative analysis of interpolation methods in the middle Ebro Valley (Spain): application to annual precipitation and temperature. Clim Res 24:161–180CrossRef Vicente-serrano SM, Saz-sánchez MA, Cuadrat JM (2003) Comparative analysis of interpolation methods in the middle Ebro Valley (Spain): application to annual precipitation and temperature. Clim Res 24:161–180CrossRef
go back to reference Vittal H, Singh J, Kumar P, Karmakar S (2015) A framework for multivariate data-based at-site flood frequency analysis: essentiality of the conjugal application of parametric and nonparametric approaches. J Hydrol 525:658–675CrossRef Vittal H, Singh J, Kumar P, Karmakar S (2015) A framework for multivariate data-based at-site flood frequency analysis: essentiality of the conjugal application of parametric and nonparametric approaches. J Hydrol 525:658–675CrossRef
go back to reference Wang Z, Lai C, Chen X, Yang B, Zhao S, Bai X (2015) Flood hazard risk assessment model based on random forest. J Hydrol 527:1130–1141CrossRef Wang Z, Lai C, Chen X, Yang B, Zhao S, Bai X (2015) Flood hazard risk assessment model based on random forest. J Hydrol 527:1130–1141CrossRef
go back to reference Yeh H-C, Chen Y-C, Wei C (2013) A new approach to selecting a regionalized design hyetograph by principal component analysis and analytic hierarchy process. Paddy Water Environ 11: 73–85CrossRef Yeh H-C, Chen Y-C, Wei C (2013) A new approach to selecting a regionalized design hyetograph by principal component analysis and analytic hierarchy process. Paddy Water Environ 11: 73–85CrossRef
go back to reference Zhu Q, Lin H-S (2010) Comparing ordinary kriging and regression kriging for soil properties in contrasting landscapes. Pedosphere 20(5): 594–606CrossRef Zhu Q, Lin H-S (2010) Comparing ordinary kriging and regression kriging for soil properties in contrasting landscapes. Pedosphere 20(5): 594–606CrossRef
Metadata
Title
Regionalized Design Rainfall Estimation: an Appraisal of Inundation Mapping for Flood Management Under Data-Scarce Situations
Authors
Mohit Prakash Mohanty
Mazhuvanchery Avarachen Sherly
Subhankar Karmakar
Subimal Ghosh
Publication date
18-08-2018
Publisher
Springer Netherlands
Published in
Water Resources Management / Issue 14/2018
Print ISSN: 0920-4741
Electronic ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-018-2080-8

Other articles of this Issue 14/2018

Water Resources Management 14/2018 Go to the issue