Skip to main content
Erschienen in: Water Resources Management 10/2019

22.06.2019

Spatial Assessment of Climate Risk for Investigating Climate Adaptation Strategies by Evaluating Spatial-Temporal Variability of Extreme Precipitation

verfasst von: Bing-Chen Jhong, Jung Huang, Ching-Pin Tung

Erschienen in: Water Resources Management | Ausgabe 10/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In response to the impacts of extreme precipitation on human or natural systems under climate change, the development of climate risk assessment approach is a crucial task. In this paper, a novel risk assessing approach based on a climate risk assessment framework with copula-based approaches is proposed. Firstly, extreme precipitation indices (EPIs) and their marginal distributions are estimated for historical and future periods. Next, the joint probability distributions of extreme precipitation are constructed by copula methods and tested by goodness-of-fit indices. The future joint probabilities and joint return periods (JRPs) of the EPIs are then evaluated. Finally, change rates of JRPs for future periods are estimated to assess climate risk with the quantitative data of exposure and vulnerability of a protected target. An actual application in Taiwan Island is successfully conducted for climate risk assessment with the impacts of extreme precipitation. The results indicate that most of regions in Taiwan Island might have higher potential climate risk under different scenarios in the future. The future joint probabilities of precipitation extremes might cause the high risk of landslide and flood disasters in the mountainous area, and of inundation in the plain area. In sum, the proposed climate risk assessing approach is expected to be useful for assisting decision makers to draft adaptation strategies and face high risk of the possible occurrence of natural disasters.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Allen SK, Ballesteros-Canovas J, Randhawa SS, Singha AK, Huggel C, Stoffel M (2018) Translating the concept of climate risk into an assessment framework to inform adaptation planning: insights from a pilot study of flood risk in Himachal Pradesh, Northern India. Environ Sci Pol 87:1–10CrossRef Allen SK, Ballesteros-Canovas J, Randhawa SS, Singha AK, Huggel C, Stoffel M (2018) Translating the concept of climate risk into an assessment framework to inform adaptation planning: insights from a pilot study of flood risk in Himachal Pradesh, Northern India. Environ Sci Pol 87:1–10CrossRef
Zurück zum Zitat Chen CW, Saito H, Oguchi T (2015) Rainfall intensity–duration conditions for mass movements in Taiwan. Progress in Earth and Planetary Science 2:14. UNSPCrossRef Chen CW, Saito H, Oguchi T (2015) Rainfall intensity–duration conditions for mass movements in Taiwan. Progress in Earth and Planetary Science 2:14. UNSPCrossRef
Zurück zum Zitat de Melo Mendes BV, de Souza RM (2004) Measuring financial risks with copulas. Int Rev Financ Anal 13(1):27–45 de Melo Mendes BV, de Souza RM (2004) Measuring financial risks with copulas. Int Rev Financ Anal 13(1):27–45
Zurück zum Zitat Fan YR, Huang WW, Huang GH, Huang K, Li YP, Kong XM (2016) Bivariate hydrologic risk analysis based on a coupled entropy-copula method for the Xiangxi River in the three gorges reservoir area, China. Theor Appl Climatol 125(1-2):381–397CrossRef Fan YR, Huang WW, Huang GH, Huang K, Li YP, Kong XM (2016) Bivariate hydrologic risk analysis based on a coupled entropy-copula method for the Xiangxi River in the three gorges reservoir area, China. Theor Appl Climatol 125(1-2):381–397CrossRef
Zurück zum Zitat Goswami UP, Hazra B, Goyal MK (2018) Copula-based probabilistic characterization of precipitation extremes over North Sikkim Himalaya. Atmos Res 212:273–284CrossRef Goswami UP, Hazra B, Goyal MK (2018) Copula-based probabilistic characterization of precipitation extremes over North Sikkim Himalaya. Atmos Res 212:273–284CrossRef
Zurück zum Zitat Haines A, Kovats RS, Campbell-Lendrum D, Corvalán C (2006) Climate change and human health: impacts, vulnerability and public health. Public Health 120(7):585–596CrossRef Haines A, Kovats RS, Campbell-Lendrum D, Corvalán C (2006) Climate change and human health: impacts, vulnerability and public health. Public Health 120(7):585–596CrossRef
Zurück zum Zitat IPCC (2001) Climate change 2001: impacts, adaptation, and vulnerability. Contribution of working group II to the third assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge IPCC (2001) Climate change 2001: impacts, adaptation, and vulnerability. Contribution of working group II to the third assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge
Zurück zum Zitat IPCC (2007) Climate change 2007: impacts, adaptation, and vulnerability. Working group II contribution to the intergovernmental panel on climate change fourth assessment report. Summary for policy makers. IPCC, Geneva IPCC (2007) Climate change 2007: impacts, adaptation, and vulnerability. Working group II contribution to the intergovernmental panel on climate change fourth assessment report. Summary for policy makers. IPCC, Geneva
Zurück zum Zitat IPCC (2014) Climate change 2014: impacts, adaptation, and vulnerability. Part a: global and sectoral aspects. Contribution of working group II to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge IPCC (2014) Climate change 2014: impacts, adaptation, and vulnerability. Part a: global and sectoral aspects. Contribution of working group II to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge
Zurück zum Zitat Jeong DI, Sushama L, Khaliq MN, Roy R (2014) A copula-based multivariate analysis of Canadian RCM projected changes to flood characteristics for northeastern Canada. Clim Dyn 42(7-8):2045–2066CrossRef Jeong DI, Sushama L, Khaliq MN, Roy R (2014) A copula-based multivariate analysis of Canadian RCM projected changes to flood characteristics for northeastern Canada. Clim Dyn 42(7-8):2045–2066CrossRef
Zurück zum Zitat Jhong BC, Tung CP (2018) Evaluating Future Joint Probability of Precipitation Extremes with a Copula-Based Assessing Approach in Climate Change. Water Resour Manag 32(13):4253–4274 Jhong BC, Tung CP (2018) Evaluating Future Joint Probability of Precipitation Extremes with a Copula-Based Assessing Approach in Climate Change. Water Resour Manag 32(13):4253–4274
Zurück zum Zitat Jhong BC, Wang JH, Lin GF (2017) An integrated two-stage support vector machine approach to forecast inundation maps during typhoons. J Hydrol 547:236–252CrossRef Jhong BC, Wang JH, Lin GF (2017) An integrated two-stage support vector machine approach to forecast inundation maps during typhoons. J Hydrol 547:236–252CrossRef
Zurück zum Zitat Karl TR, Nicholls N, Ghazi A (1999) CLIVAR/GCOS/WMO workshop on indices and indicators for climate extremes: workshop summary. Clim Chang 42:3–7CrossRef Karl TR, Nicholls N, Ghazi A (1999) CLIVAR/GCOS/WMO workshop on indices and indicators for climate extremes: workshop summary. Clim Chang 42:3–7CrossRef
Zurück zum Zitat Kunkel KE, Pielke RA, Changnon SA (1999) Temporal fluctuations in weather and climate extremes that cause economic and human health impacts: a review. Bull Am Meteorol Soc 80(6):1077–1098CrossRef Kunkel KE, Pielke RA, Changnon SA (1999) Temporal fluctuations in weather and climate extremes that cause economic and human health impacts: a review. Bull Am Meteorol Soc 80(6):1077–1098CrossRef
Zurück zum Zitat Li J, Zhang Q, Chen YD, Singh VP (2015) Future joint probability behaviors of precipitation extremes across China: spatiotemporal patterns and implications for flood and drought hazards. Glob Planet Chang 124:107–122CrossRef Li J, Zhang Q, Chen YD, Singh VP (2015) Future joint probability behaviors of precipitation extremes across China: spatiotemporal patterns and implications for flood and drought hazards. Glob Planet Chang 124:107–122CrossRef
Zurück zum Zitat Lin GF, Jhong BC (2015) A real-time forecasting model for the spatial distribution of typhoon rainfall. J Hydrol 521:302–313CrossRef Lin GF, Jhong BC (2015) A real-time forecasting model for the spatial distribution of typhoon rainfall. J Hydrol 521:302–313CrossRef
Zurück zum Zitat Lin CY, Tung CP (2017) Procedure for selecting GCM datasets for climate risk assessment. Terr Atmos Ocean Sci 28(1):43–55CrossRef Lin CY, Tung CP (2017) Procedure for selecting GCM datasets for climate risk assessment. Terr Atmos Ocean Sci 28(1):43–55CrossRef
Zurück zum Zitat Liu TM, Tung CP, Ke KY, Chuang LH, Lin CY (2009) Application and development of a decision-support system for assessing water shortage and allocation with climate change. Paddy Water Environ 7:301–311CrossRef Liu TM, Tung CP, Ke KY, Chuang LH, Lin CY (2009) Application and development of a decision-support system for assessing water shortage and allocation with climate change. Paddy Water Environ 7:301–311CrossRef
Zurück zum Zitat Liu J, Hertel TW, Diffenbaugh NS, Delgado MS, Ashfaq M (2015) Future property damage from flooding: sensitivities to economy and climate change. Clim Chang 132(4):741–749CrossRef Liu J, Hertel TW, Diffenbaugh NS, Delgado MS, Ashfaq M (2015) Future property damage from flooding: sensitivities to economy and climate change. Clim Chang 132(4):741–749CrossRef
Zurück zum Zitat Madadgar S, AghaKouchak A, Farahmand A, Davis SJ (2017) Probabilistic estimates of drought impacts on agricultural production. Geophys Res Lett 44(15):7799–7807CrossRef Madadgar S, AghaKouchak A, Farahmand A, Davis SJ (2017) Probabilistic estimates of drought impacts on agricultural production. Geophys Res Lett 44(15):7799–7807CrossRef
Zurück zum Zitat Mann ME, Rahmstorf S, Kornhuber K, Steinman BA, Miller SK, Coumou D (2017) Influence of anthropogenic climate change on planetary wave resonance and extreme weather events. Sci Rep 7:45242CrossRef Mann ME, Rahmstorf S, Kornhuber K, Steinman BA, Miller SK, Coumou D (2017) Influence of anthropogenic climate change on planetary wave resonance and extreme weather events. Sci Rep 7:45242CrossRef
Zurück zum Zitat McMichael AJ, Woodruff RE, Hales S (2006) Climate change and human health: present and future risks. Lancet 367(9513):11–17CrossRef McMichael AJ, Woodruff RE, Hales S (2006) Climate change and human health: present and future risks. Lancet 367(9513):11–17CrossRef
Zurück zum Zitat Nandintsetseg B, Greene JS, Goulden CE (2007) Trends in extreme daily precipitation and temperature near Lake Hovsgol, Mongolia. Int J Climatol 27(3):341–347CrossRef Nandintsetseg B, Greene JS, Goulden CE (2007) Trends in extreme daily precipitation and temperature near Lake Hovsgol, Mongolia. Int J Climatol 27(3):341–347CrossRef
Zurück zum Zitat Nelsen RB (2006) Introduction to copulas. Lecture notes statistics. Springer-Verlag, New York Nelsen RB (2006) Introduction to copulas. Lecture notes statistics. Springer-Verlag, New York
Zurück zum Zitat Peduzzi P, Dao H, Herold C, Mouton F (2009) Assessing global exposure and vulnerability towards natural hazards: the disaster risk index. Nat Hazards Earth Syst Sci 9:1149–1159CrossRef Peduzzi P, Dao H, Herold C, Mouton F (2009) Assessing global exposure and vulnerability towards natural hazards: the disaster risk index. Nat Hazards Earth Syst Sci 9:1149–1159CrossRef
Zurück zum Zitat Peterson TC (2005) Climate change indices. WMO Bull 54(2):83–86 Peterson TC (2005) Climate change indices. WMO Bull 54(2):83–86
Zurück zum Zitat Petley D (2012) Global patterns of loss of life from landslides. Geology 40(10):927–930CrossRef Petley D (2012) Global patterns of loss of life from landslides. Geology 40(10):927–930CrossRef
Zurück zum Zitat Qian L, Wang H, Dang S, Wang C, Jiao Z, Zhao Y (2018) Modelling bivariate extreme precipitation distribution for data-scarce regions using Gumbel–Hougaard copula with maximum entropy estimation. Hydrol Process 32(2):212–227CrossRef Qian L, Wang H, Dang S, Wang C, Jiao Z, Zhao Y (2018) Modelling bivariate extreme precipitation distribution for data-scarce regions using Gumbel–Hougaard copula with maximum entropy estimation. Hydrol Process 32(2):212–227CrossRef
Zurück zum Zitat Rana A, Moradkhani H, Qin Y (2017) Understanding the joint behavior of temperature and precipitation for climate change impact studies. Theor Appl Climatol 129(1–2):321–339CrossRef Rana A, Moradkhani H, Qin Y (2017) Understanding the joint behavior of temperature and precipitation for climate change impact studies. Theor Appl Climatol 129(1–2):321–339CrossRef
Zurück zum Zitat Richardson CW, Wright DA (1984) WGEN: a model for generating daily weather variables. United States Department of Agriculture, Agricultural Research Service, Washington, DC Richardson CW, Wright DA (1984) WGEN: a model for generating daily weather variables. United States Department of Agriculture, Agricultural Research Service, Washington, DC
Zurück zum Zitat Ronco P, Zennaro F, Torresan S, Critto A, Santini M, Trabucco A et al (2017) A risk assessment framework for irrigated agriculture under climate change. Adv Water Resour 110:562–578CrossRef Ronco P, Zennaro F, Torresan S, Critto A, Santini M, Trabucco A et al (2017) A risk assessment framework for irrigated agriculture under climate change. Adv Water Resour 110:562–578CrossRef
Zurück zum Zitat Ruiter MCD, Ward PJ, Daniell JE, Aerts JCJH (2017) Review article: a comparison of flood and earthquake vulnerability assessment indicators. Nat Hazards Earth Syst Sci 17(7):1231–1251CrossRef Ruiter MCD, Ward PJ, Daniell JE, Aerts JCJH (2017) Review article: a comparison of flood and earthquake vulnerability assessment indicators. Nat Hazards Earth Syst Sci 17(7):1231–1251CrossRef
Zurück zum Zitat Salvadori G, De Michele C (2004) Frequency analysis via copulas: theoretical aspects and applications to hydrological events. Water Resour Res 40(12):W12511CrossRef Salvadori G, De Michele C (2004) Frequency analysis via copulas: theoretical aspects and applications to hydrological events. Water Resour Res 40(12):W12511CrossRef
Zurück zum Zitat Shieh SL (2000) User's guide for typhoon forecasting in the Taiwan area (VIII). Central Weather Bureau, Taipei Shieh SL (2000) User's guide for typhoon forecasting in the Taiwan area (VIII). Central Weather Bureau, Taipei
Zurück zum Zitat Sillmann J, Roeckner E (2008) Indices for extreme events in projections of anthropogenic climate change. Clim Chang 86(1–2):83–104CrossRef Sillmann J, Roeckner E (2008) Indices for extreme events in projections of anthropogenic climate change. Clim Chang 86(1–2):83–104CrossRef
Zurück zum Zitat Sisco MR, Bosetti V, Weber EU (2017) When do extreme weather events generate attention to climate change? Clim Chang 143(1–2):227–241CrossRef Sisco MR, Bosetti V, Weber EU (2017) When do extreme weather events generate attention to climate change? Clim Chang 143(1–2):227–241CrossRef
Zurück zum Zitat Smith BA, Ruthman T, Sparling E, Auld H, Comer N, Young I, Lammerding AM, Fazil A (2015) A risk modeling framework to evaluate the impacts of climate change and adaptation on food and water safety. Food Res Int 68:78–85CrossRef Smith BA, Ruthman T, Sparling E, Auld H, Comer N, Young I, Lammerding AM, Fazil A (2015) A risk modeling framework to evaluate the impacts of climate change and adaptation on food and water safety. Food Res Int 68:78–85CrossRef
Zurück zum Zitat Su FC, Mukherjee B, Batterman S (2014) Modeling and analysis of personal exposures to VOC mixtures using copulas. Environ Int 63:236–245CrossRef Su FC, Mukherjee B, Batterman S (2014) Modeling and analysis of personal exposures to VOC mixtures using copulas. Environ Int 63:236–245CrossRef
Zurück zum Zitat Sun DY, Zhang DW, Cheng XT (2012) Framework of national non-structural measures for flash flood disaster prevention in China. Water 4(1):272–282CrossRef Sun DY, Zhang DW, Cheng XT (2012) Framework of national non-structural measures for flash flood disaster prevention in China. Water 4(1):272–282CrossRef
Zurück zum Zitat Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experiment design. Bull Am Meteorol Soc 93(4):485–498CrossRef Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experiment design. Bull Am Meteorol Soc 93(4):485–498CrossRef
Zurück zum Zitat Terzi S, Torresan S, Schneiderbauer S, Critto A, Zebisch M, Marcomini A (2019) Multi-risk assessment in mountain regions: a review of modelling approaches for climate change adaptation. J Environ Manag 232:759–771 Terzi S, Torresan S, Schneiderbauer S, Critto A, Zebisch M, Marcomini A (2019) Multi-risk assessment in mountain regions: a review of modelling approaches for climate change adaptation. J Environ Manag 232:759–771
Zurück zum Zitat Tung CP, Liu TM, Chen SW, Ke KY, Li MH (2014) Carrying capacity and sustainability appraisals on regional water supply systems under climate change. British Journal of Environment and Climate Change 4:27–44CrossRef Tung CP, Liu TM, Chen SW, Ke KY, Li MH (2014) Carrying capacity and sustainability appraisals on regional water supply systems under climate change. British Journal of Environment and Climate Change 4:27–44CrossRef
Zurück zum Zitat Tung CP, Tsao JH, Tien YC, Lin CY, Jhong BC (2019) Development of a novel climate adaptation algorithm for climate risk assessment. Water 11(3):497CrossRef Tung CP, Tsao JH, Tien YC, Lin CY, Jhong BC (2019) Development of a novel climate adaptation algorithm for climate risk assessment. Water 11(3):497CrossRef
Zurück zum Zitat UNFCCC (2004) Application of methods and tools for assessing impacts and vulnerability, and developing adaptation responses. Background paper by the UNFCCC Secretariat. FCCC/SBSTA/2004/INF.13. UNFCCC, Bonn UNFCCC (2004) Application of methods and tools for assessing impacts and vulnerability, and developing adaptation responses. Background paper by the UNFCCC Secretariat. FCCC/SBSTA/2004/INF.13. UNFCCC, Bonn
Zurück zum Zitat van Vuuren DP, Stehfest E, den Elzen MGJ, Kram T, van Vliet J, Deetman S, Isaac M, Goldewijk SK, Holf A, Beltran AM, Oostenrijk R, van Ruijven B (2011) RCP2.6: exploring the possibility to keep global mean temperature increase below 2 °C. Clim Chang 109:95–116CrossRef van Vuuren DP, Stehfest E, den Elzen MGJ, Kram T, van Vliet J, Deetman S, Isaac M, Goldewijk SK, Holf A, Beltran AM, Oostenrijk R, van Ruijven B (2011) RCP2.6: exploring the possibility to keep global mean temperature increase below 2 °C. Clim Chang 109:95–116CrossRef
Zurück zum Zitat Volpi E, Fiori A (2014) Hydraulic structures subject to bivariate hydrological loads: return period, design, and risk assessment. Water Resour Res 50(2):885–897CrossRef Volpi E, Fiori A (2014) Hydraulic structures subject to bivariate hydrological loads: return period, design, and risk assessment. Water Resour Res 50(2):885–897CrossRef
Zurück zum Zitat Voss R, May W, Roeckner E (2002) Enhanced resolution modelling study on anthropogenic climate change: changes in extremes of the hydrological cycle. Int J Climatol 22(7):755–777CrossRef Voss R, May W, Roeckner E (2002) Enhanced resolution modelling study on anthropogenic climate change: changes in extremes of the hydrological cycle. Int J Climatol 22(7):755–777CrossRef
Zurück zum Zitat Wahl T, Mudersbach C, Jensen J (2012) Assessing the hydrodynamic boundary conditions for risk analyses in coastal areas: a multivariate statistical approach based on copula functions. Nat Hazards Earth Syst Sci 12(2):495–510CrossRef Wahl T, Mudersbach C, Jensen J (2012) Assessing the hydrodynamic boundary conditions for risk analyses in coastal areas: a multivariate statistical approach based on copula functions. Nat Hazards Earth Syst Sci 12(2):495–510CrossRef
Zurück zum Zitat Wahl T, Jain S, Bender J, Meyers SD, Luther ME (2015) Increasing risk of compound flooding from storm surge and rainfall for major US cities. Nat Clim Chang 5(12):1093CrossRef Wahl T, Jain S, Bender J, Meyers SD, Luther ME (2015) Increasing risk of compound flooding from storm surge and rainfall for major US cities. Nat Clim Chang 5(12):1093CrossRef
Zurück zum Zitat Weaver CP, Moss RH, Ebi KL, Gleick PH, Stern PC, Tebaldi C et al (2017) Reframing climate change assessments around risk: recommendations for the US National Climate Assessment. Environ Res Lett 12(8):080201CrossRef Weaver CP, Moss RH, Ebi KL, Gleick PH, Stern PC, Tebaldi C et al (2017) Reframing climate change assessments around risk: recommendations for the US National Climate Assessment. Environ Res Lett 12(8):080201CrossRef
Zurück zum Zitat Wu CC, Kuo YH (1999) Typhoons affecting Taiwan: current understanding and future challenges. Bull Am Meteorol Soc 80:67–80CrossRef Wu CC, Kuo YH (1999) Typhoons affecting Taiwan: current understanding and future challenges. Bull Am Meteorol Soc 80:67–80CrossRef
Zurück zum Zitat Zhang DD, Yan DH, Lu F, Wang YC, Feng J (2015) Copula-based risk assessment of drought in Yunnan province, China. Nat Hazards 75(3):2199–2220CrossRef Zhang DD, Yan DH, Lu F, Wang YC, Feng J (2015) Copula-based risk assessment of drought in Yunnan province, China. Nat Hazards 75(3):2199–2220CrossRef
Metadaten
Titel
Spatial Assessment of Climate Risk for Investigating Climate Adaptation Strategies by Evaluating Spatial-Temporal Variability of Extreme Precipitation
verfasst von
Bing-Chen Jhong
Jung Huang
Ching-Pin Tung
Publikationsdatum
22.06.2019
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 10/2019
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-019-02306-8

Weitere Artikel der Ausgabe 10/2019

Water Resources Management 10/2019 Zur Ausgabe