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Erschienen in: Environmental Earth Sciences 23/2016

01.12.2016 | Original Article

Spatial heterogeneity of local flood vulnerability indicators within flood-prone areas in Taiwan

verfasst von: Hsueh-Sheng Chang, Tzu-Ling Chen

Erschienen in: Environmental Earth Sciences | Ausgabe 23/2016

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Abstract

Global environmental change is bringing extreme precipitation, and the combination of natural and artificial impacts are resulting in serious floods on the west coast of Taiwan. Disparity in social, economic and infrastructure resources contributes to spatial variation in the vulnerability to flood disaster. Owing to the high frequency of torrential rain and serious land subsidence in the study area, this paper attempts to categorize vulnerability indicators under varied assumptions of spatial homogeneity and spatial heterogeneity. The results show that the spatial heterogeneity indeed affects the distribution of flood vulnerability indicators. The core value of this article is that it measures the improvement from using geographically weighted statistics rather than traditional statistics. For the flood vulnerability discussion, this paper demonstrates the importance of considering spatial heterogeneity when allocating resources against floods.

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Fußnoten
1
A township refers to an administrative division contained within a county. Yunlin County, which contains the study area, contains 20 townships.
 
2
A village refers to a basic autonomous unit that is below the level of a township.
 
3
Vulnerability = Exposure + Susceptibility − Resilience.
 
Literatur
Zurück zum Zitat Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdisciplin Review Comput Stat 2:433–459CrossRef Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdisciplin Review Comput Stat 2:433–459CrossRef
Zurück zum Zitat Balica SF (2007) Development and Application of Flood Vulnerability Indices for Various Spatial Scales, United Nations Educational, Scientific and Cultural Organization, Delft, the Netherlands-IHE Institute for Water Education Balica SF (2007) Development and Application of Flood Vulnerability Indices for Various Spatial Scales, United Nations Educational, Scientific and Cultural Organization, Delft, the Netherlands-IHE Institute for Water Education
Zurück zum Zitat Balica SF (2012) Applying the flood vulnerability index as a knowledge base for flood risk assessment. Delft University of Technology, Delft Balica SF (2012) Applying the flood vulnerability index as a knowledge base for flood risk assessment. Delft University of Technology, Delft
Zurück zum Zitat Balica SF, Douben N, Wright NG (2009) Flood vulnerability indices at varying spatial scales. W Sci Technol 60(10):2571–2580CrossRef Balica SF, Douben N, Wright NG (2009) Flood vulnerability indices at varying spatial scales. W Sci Technol 60(10):2571–2580CrossRef
Zurück zum Zitat Barnett J, Lambert S, Fry I (2008) The hazards of indicators: insights from the environmental vulnerability index. Ann Assoc Am Geogr 98(1):102–119CrossRef Barnett J, Lambert S, Fry I (2008) The hazards of indicators: insights from the environmental vulnerability index. Ann Assoc Am Geogr 98(1):102–119CrossRef
Zurück zum Zitat Beek E (2006) Water resources development. UNESCO-IHE Institute, Delft Beek E (2006) Water resources development. UNESCO-IHE Institute, Delft
Zurück zum Zitat Bizikova L, Bellali J, Habtezion Z, Diakhite M, Pinter L (2009) IEA Training Manual Volume Two: Vulnerability and Impact Assessments for Adaptation to Climate Change (via Module), United Nations Environment Program (United Nations Environment Program), Kenya Bizikova L, Bellali J, Habtezion Z, Diakhite M, Pinter L (2009) IEA Training Manual Volume Two: Vulnerability and Impact Assessments for Adaptation to Climate Change (via Module), United Nations Environment Program (United Nations Environment Program), Kenya
Zurück zum Zitat Bruijn KM, Klijn F (2009) Risky places in the Netherlands: a first approximation for floods. J Flood Risk Manag 7:58–67CrossRef Bruijn KM, Klijn F (2009) Risky places in the Netherlands: a first approximation for floods. J Flood Risk Manag 7:58–67CrossRef
Zurück zum Zitat Connor RF, Hiroki K (2005) Development of a method for assessing flood vulnerability. W Sci Technol 51(5):61–67 Connor RF, Hiroki K (2005) Development of a method for assessing flood vulnerability. W Sci Technol 51(5):61–67
Zurück zum Zitat Cutter SL, Mitchell JT, Scott MS (1997) Handbook for conducting a GIS-Based hazards assessment at the Local Level. Report, South Carolina Emergency Preparedness Division, and Hazards Research Laboratory, Department of Geography, University of South Carolina Cutter SL, Mitchell JT, Scott MS (1997) Handbook for conducting a GIS-Based hazards assessment at the Local Level. Report, South Carolina Emergency Preparedness Division, and Hazards Research Laboratory, Department of Geography, University of South Carolina
Zurück zum Zitat Cutter SL, Boruff BJ, Shirley WL (2003) Social vulnerability to environmental hazards. Soc Sci Quart 84(2):242–261CrossRef Cutter SL, Boruff BJ, Shirley WL (2003) Social vulnerability to environmental hazards. Soc Sci Quart 84(2):242–261CrossRef
Zurück zum Zitat de Leon V, Carlos J (2006) Vulnerability—a conceptual and methodological review, vol 4. UNU Economic History Society, Bonn de Leon V, Carlos J (2006) Vulnerability—a conceptual and methodological review, vol 4. UNU Economic History Society, Bonn
Zurück zum Zitat Demšar U, Harris P, Brunsdon C, Fotheringham AS, McLoone S (2013) Principle component analysis on spatial data: an overview. Ann Assoc Am Geogr 103(1):106–128CrossRef Demšar U, Harris P, Brunsdon C, Fotheringham AS, McLoone S (2013) Principle component analysis on spatial data: an overview. Ann Assoc Am Geogr 103(1):106–128CrossRef
Zurück zum Zitat Di Nauro C (2006) Regional vulnerability map for supporting policy definitions and implementation. In: Proceedings of the applied multi-risk mapping of natural hazards for impact assessment (ARMONIA), in Barcelona, Spain, pp. 1–12 Di Nauro C (2006) Regional vulnerability map for supporting policy definitions and implementation. In: Proceedings of the applied multi-risk mapping of natural hazards for impact assessment (ARMONIA), in Barcelona, Spain, pp. 1–12
Zurück zum Zitat Dilley M (2005) Natural disaster hotspots: a global risk analysis. World Bank, WashingtonCrossRef Dilley M (2005) Natural disaster hotspots: a global risk analysis. World Bank, WashingtonCrossRef
Zurück zum Zitat Eakin H, Lerner A, Murtinho F (2010) Adaptive capacity in evolving peri-urban spaces: responses to flood risk in the Upper Lerma River Valley, Mexico. Glob Env Chang 20:14–22CrossRef Eakin H, Lerner A, Murtinho F (2010) Adaptive capacity in evolving peri-urban spaces: responses to flood risk in the Upper Lerma River Valley, Mexico. Glob Env Chang 20:14–22CrossRef
Zurück zum Zitat Doubem KJ (2006) Characteristics of river floods and flooding: a global overview, 1985–2003. Irrig Drain 55:S9–S21CrossRef Doubem KJ (2006) Characteristics of river floods and flooding: a global overview, 1985–2003. Irrig Drain 55:S9–S21CrossRef
Zurück zum Zitat Environment Canada (1997) The Canada country study: climate impacts and adaptation, national summary for policymakers, Ottawa Environment Canada (1997) The Canada country study: climate impacts and adaptation, national summary for policymakers, Ottawa
Zurück zum Zitat Fotheringham AS, Brunsdon C, Charlton ME (2002) Geographically weighted regression: the analysis of spatially varying relationships. Wiley, Chichester Fotheringham AS, Brunsdon C, Charlton ME (2002) Geographically weighted regression: the analysis of spatially varying relationships. Wiley, Chichester
Zurück zum Zitat Gallopín GC (2006) Linkages between vulnerability, resilience, and adaptive capacity. Glob Environ Change 16(3):293–303CrossRef Gallopín GC (2006) Linkages between vulnerability, resilience, and adaptive capacity. Glob Environ Change 16(3):293–303CrossRef
Zurück zum Zitat Gaume E, Gaál L, Viglione A, Szolgay J, Kohnová S, Blöschl G (2010) Bayesian MCMC approach to regional flood frequency analyses involving extraordinary flood events at ungauged sites. J Hydrol 394(1–2):101–117CrossRef Gaume E, Gaál L, Viglione A, Szolgay J, Kohnová S, Blöschl G (2010) Bayesian MCMC approach to regional flood frequency analyses involving extraordinary flood events at ungauged sites. J Hydrol 394(1–2):101–117CrossRef
Zurück zum Zitat Harris P, Brunsdon C, Charlton M (2011) Geographically weighted principal components analysis. Int J Geogr Inf Sci 25(10):1717–1736CrossRef Harris P, Brunsdon C, Charlton M (2011) Geographically weighted principal components analysis. Int J Geogr Inf Sci 25(10):1717–1736CrossRef
Zurück zum Zitat Harris P, Clarke A, Juggins S, Brunsdon C, Charlton M (2014) Enhancements to a geographically weighted princiap component analysis in the context of an application to an environmental data set. Geogr Anal 47(2):146–172CrossRef Harris P, Clarke A, Juggins S, Brunsdon C, Charlton M (2014) Enhancements to a geographically weighted princiap component analysis in the context of an application to an environmental data set. Geogr Anal 47(2):146–172CrossRef
Zurück zum Zitat Haughton, J (2004) Living with environment change: social vulnerability, adaptation and resilience in Vietnam: Edited by W. Neil Adger, P. Mick Kelly, and Nguyen Huu Ninh. Routledge, London and New York, 2002. XXI + 314 pp., index, $90.00.”, Journal of Comparative Economics Vol. 32 No. 2, pp. 367–369 Haughton, J (2004) Living with environment change: social vulnerability, adaptation and resilience in Vietnam: Edited by W. Neil Adger, P. Mick Kelly, and Nguyen Huu Ninh. Routledge, London and New York, 2002. XXI + 314 pp., index, $90.00.”, Journal of Comparative Economics Vol. 32 No. 2, pp. 367–369
Zurück zum Zitat Hinkel J (2011) Indicators of vulnerability and adaptive capacity: towards a clarification of the science–policy interface. Glob Environ Change 21(1):198–208CrossRef Hinkel J (2011) Indicators of vulnerability and adaptive capacity: towards a clarification of the science–policy interface. Glob Environ Change 21(1):198–208CrossRef
Zurück zum Zitat Hotelling H (1933) Analysis of a Complex of Statistical Variables into Principal Components. J Educ Psychol 24:417–441CrossRef Hotelling H (1933) Analysis of a Complex of Statistical Variables into Principal Components. J Educ Psychol 24:417–441CrossRef
Zurück zum Zitat Hung HC, Chen LY (2012) An integrated assessment of vulnerability to typhoon and flood hazard in the ta-Chia river basin. J Geogr Sci 65:79–96 Hung HC, Chen LY (2012) An integrated assessment of vulnerability to typhoon and flood hazard in the ta-Chia river basin. J Geogr Sci 65:79–96
Zurück zum Zitat IPCC (Intergovernmental Panel on Climate Change) (2014) Climate Change 2014: Impacts, Adaptation, and Vulnerability, A Special Report of Working Groups II of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, UK and New York IPCC (Intergovernmental Panel on Climate Change) (2014) Climate Change 2014: Impacts, Adaptation, and Vulnerability, A Special Report of Working Groups II of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, UK and New York
Zurück zum Zitat Khan S (2012) Vulnerability assessments and their planning implications: a case study of the Hutt Valley. N Z Nat Hazards 64(2):1587–1607CrossRef Khan S (2012) Vulnerability assessments and their planning implications: a case study of the Hutt Valley. N Z Nat Hazards 64(2):1587–1607CrossRef
Zurück zum Zitat Klein R (2004) Vulnerability indices—an academic perspective. In: Proceedings of the Expert Meeting, “Developing a Method for Addressing Vulnerability to Climate Change and Climate Change Impact Management: to Index or Not to Index?”, Bonn, Germany Klein R (2004) Vulnerability indices—an academic perspective. In: Proceedings of the Expert Meeting, “Developing a Method for Addressing Vulnerability to Climate Change and Climate Change Impact Management: to Index or Not to Index?”, Bonn, Germany
Zurück zum Zitat Leichenko RM, O’Brien KL (2002) The dynamics of rural vulnerability to global change: the case of Southern Africa. Mitig Adapt Strateg Glob Change 7(1):1–18CrossRef Leichenko RM, O’Brien KL (2002) The dynamics of rural vulnerability to global change: the case of Southern Africa. Mitig Adapt Strateg Glob Change 7(1):1–18CrossRef
Zurück zum Zitat Li J, Tan S (2015) Nonstationary flood frequency analysis for annual flood peak series, adopting climate indices and check dam index as covariates. W Resour Manag 29(5):5533–5550CrossRef Li J, Tan S (2015) Nonstationary flood frequency analysis for annual flood peak series, adopting climate indices and check dam index as covariates. W Resour Manag 29(5):5533–5550CrossRef
Zurück zum Zitat Li JZ, Wang YX, Li SF, Hu R (2015) A nonstationary standardized precipitation index incorporating climate indices as covariates. J Geophys Res Atmos 120(23):12082–12095CrossRef Li JZ, Wang YX, Li SF, Hu R (2015) A nonstationary standardized precipitation index incorporating climate indices as covariates. J Geophys Res Atmos 120(23):12082–12095CrossRef
Zurück zum Zitat Liverman DM (1990) Vulnerability to Global Change, Clark University, Earth Transformed Program, Worcester Liverman DM (1990) Vulnerability to Global Change, Clark University, Earth Transformed Program, Worcester
Zurück zum Zitat Lloyd CD (2010) Analysing population characteristics using geographically weighted principal components analysis: a case study of Northern Ireland in 2001. Comput Enviro Urban Syst 34(5):389–399CrossRef Lloyd CD (2010) Analysing population characteristics using geographically weighted principal components analysis: a case study of Northern Ireland in 2001. Comput Enviro Urban Syst 34(5):389–399CrossRef
Zurück zum Zitat Mehaffey ML, Wainger T, Wade D, Yankee E, Smith VB, Yarbourgh R (2008) Assessing vulnerability from alternative development patterns. Landsc Urban Plan 87(1):84–95CrossRef Mehaffey ML, Wainger T, Wade D, Yankee E, Smith VB, Yarbourgh R (2008) Assessing vulnerability from alternative development patterns. Landsc Urban Plan 87(1):84–95CrossRef
Zurück zum Zitat Messner F, Meyer V (2005) Flood damage, vulnerability and risk perception–challenges for flood damage research. UFZ-Umweltforschungszentrum, Leipzig Messner F, Meyer V (2005) Flood damage, vulnerability and risk perception–challenges for flood damage research. UFZ-Umweltforschungszentrum, Leipzig
Zurück zum Zitat Milly PCD, Betancourt J, Falkenmark M, Hirsch RM, Kundzewicz ZW, Lettenmaier DP, Stouffer RJ (2008) Stationarity is dead: whither water management? Science 319(5863):573–574CrossRef Milly PCD, Betancourt J, Falkenmark M, Hirsch RM, Kundzewicz ZW, Lettenmaier DP, Stouffer RJ (2008) Stationarity is dead: whither water management? Science 319(5863):573–574CrossRef
Zurück zum Zitat Nandi D, Ashour AS, Samanta S, Chakraborty S, Salem MAM, Dey N (2015) Principle component analysis in medical image processing: a study. Int J Image Min 1(1):65–86CrossRef Nandi D, Ashour AS, Samanta S, Chakraborty S, Salem MAM, Dey N (2015) Principle component analysis in medical image processing: a study. Int J Image Min 1(1):65–86CrossRef
Zurück zum Zitat Obeysekera J, Salas JD (2014) Quantifying the uncertainty of design floods under nonstationary conditions. J Hydrol Eng 19(7):1438–1446CrossRef Obeysekera J, Salas JD (2014) Quantifying the uncertainty of design floods under nonstationary conditions. J Hydrol Eng 19(7):1438–1446CrossRef
Zurück zum Zitat Pelling M (2003) The vulnerability of cities. In: Pelling M (ed) Natural disaster and social resilience. Earthscan Publications, Sterling Pelling M (2003) The vulnerability of cities. In: Pelling M (ed) Natural disaster and social resilience. Earthscan Publications, Sterling
Zurück zum Zitat Shi Y (2013) Population vulnerability assessment based on scenario simulation of rainstorm-induced waterlogging: a case study of Xuhui District, Shanghai City. Nat Hazard 66(2):1189–1203CrossRef Shi Y (2013) Population vulnerability assessment based on scenario simulation of rainstorm-induced waterlogging: a case study of Xuhui District, Shanghai City. Nat Hazard 66(2):1189–1203CrossRef
Zurück zum Zitat Smit B, Wandel J (2006) Adaptation, adaptive capacity and vulnerability. Glob Environ Change 16(3):282–292CrossRef Smit B, Wandel J (2006) Adaptation, adaptive capacity and vulnerability. Glob Environ Change 16(3):282–292CrossRef
Zurück zum Zitat Smith K (2001) Environmental hazards: assessing risk and reducing disaster. Routledge, London Smith K (2001) Environmental hazards: assessing risk and reducing disaster. Routledge, London
Zurück zum Zitat Sterr RK, Klein RJ, Reese S (2003) Climate change and costal zones: an overview of the state-of-the-art on regional and local vulnerability assessment. In: Giupponi C, Shechlter M (eds) Climate change in the Mediterranean socio-economic perspective of impacts vulnerability and adaptation. Edward Elgar Publishing House, Cheltenham, pp 245–278 Sterr RK, Klein RJ, Reese S (2003) Climate change and costal zones: an overview of the state-of-the-art on regional and local vulnerability assessment. In: Giupponi C, Shechlter M (eds) Climate change in the Mediterranean socio-economic perspective of impacts vulnerability and adaptation. Edward Elgar Publishing House, Cheltenham, pp 245–278
Zurück zum Zitat Strupczewski WG, Kochanek KM, Bogdanowicz E, Markiewicz I, Feluch W (2016) Comparison of two nonstationary flood frequency analysis methods within the context of the variable regime in the representative Polish rivers. Acta Geophys 64(1):206–236CrossRef Strupczewski WG, Kochanek KM, Bogdanowicz E, Markiewicz I, Feluch W (2016) Comparison of two nonstationary flood frequency analysis methods within the context of the variable regime in the representative Polish rivers. Acta Geophys 64(1):206–236CrossRef
Zurück zum Zitat Sun AL, Shi C, Shi Y (2009) The preliminary inquiry of flood vulnerability space changes in coastal provinces and autonomous regions. Environ Sci Manag 34(3):36–40 Sun AL, Shi C, Shi Y (2009) The preliminary inquiry of flood vulnerability space changes in coastal provinces and autonomous regions. Environ Sci Manag 34(3):36–40
Zurück zum Zitat Sun X, Lall U, Merz B, Dung NV (2015) Hierarchical Bayesian clustering for nonstationary flood frequency analysis: application to trends of annual maximum flow in Germany. W Resour Res 51(8):6586–6601CrossRef Sun X, Lall U, Merz B, Dung NV (2015) Hierarchical Bayesian clustering for nonstationary flood frequency analysis: application to trends of annual maximum flow in Germany. W Resour Res 51(8):6586–6601CrossRef
Zurück zum Zitat Tabachnick BG, Fidell LS (2006) Using multivariate statistics, 5th edn. Allyn & Bacon, Needham Tabachnick BG, Fidell LS (2006) Using multivariate statistics, 5th edn. Allyn & Bacon, Needham
Zurück zum Zitat Tobler WR (1970) A computer movie simulating urban growth in the Detroit region. Econ Geogr 46(Supplement):234–240CrossRef Tobler WR (1970) A computer movie simulating urban growth in the Detroit region. Econ Geogr 46(Supplement):234–240CrossRef
Zurück zum Zitat Turner BL, Kasperson RE, Matson PA, McCarthy JJ, Corell RW, Christensen L, Eckley N, Kasperson JX, Luers A, Martello ML, Polsky C, Pulsipher A, Schiller A (2003) A framework for vulnerability analysis in sustainability science. Proc Nat Acad Sci USA 100(14):8074–8079CrossRef Turner BL, Kasperson RE, Matson PA, McCarthy JJ, Corell RW, Christensen L, Eckley N, Kasperson JX, Luers A, Martello ML, Polsky C, Pulsipher A, Schiller A (2003) A framework for vulnerability analysis in sustainability science. Proc Nat Acad Sci USA 100(14):8074–8079CrossRef
Zurück zum Zitat UN (2015) Sendai framework for disaster risk reduction 2015–2030. United Nations Office for Disaster Risk Reduction UN (2015) Sendai framework for disaster risk reduction 2015–2030. United Nations Office for Disaster Risk Reduction
Zurück zum Zitat UN/ISDR (2007) Hyogo framework for action 2005–2015: building the resilience of nations and communities to disasters. UN/ISDR, Geneva UN/ISDR (2007) Hyogo framework for action 2005–2015: building the resilience of nations and communities to disasters. UN/ISDR, Geneva
Zurück zum Zitat UNESCO-IHE (2007) Annual Report 2007. UNESCO-IHE Institute for Water Education UNESCO-IHE (2007) Annual Report 2007. UNESCO-IHE Institute for Water Education
Zurück zum Zitat Villagrán C, Hazle G, Barrera F (2005) Hepáticas y Antocerotes del Archipiélago de Chile. Ediciones Museo Nacional de Historia Natural Villagrán C, Hazle G, Barrera F (2005) Hepáticas y Antocerotes del Archipiélago de Chile. Ediciones Museo Nacional de Historia Natural
Zurück zum Zitat Villarini G, Smith JA, Serinaldi F, Bales J, Bates PD, Krajewski WF (2009) Flood frequency analysis for nonstationary annual peak records in an urban drainage basin”. Adv W Resour 32(8):1255–1266CrossRef Villarini G, Smith JA, Serinaldi F, Bales J, Bates PD, Krajewski WF (2009) Flood frequency analysis for nonstationary annual peak records in an urban drainage basin”. Adv W Resour 32(8):1255–1266CrossRef
Zurück zum Zitat Walker G, Burningham K (2011) Flood risk, vulnerability and environmental justice: evidence and evaluation of inequality in a UK context. Crit Soc Polic 31(2):216–240CrossRef Walker G, Burningham K (2011) Flood risk, vulnerability and environmental justice: evidence and evaluation of inequality in a UK context. Crit Soc Polic 31(2):216–240CrossRef
Zurück zum Zitat Wong DWS, Lee J (2008) Statistical analysis of geographic information with ArcView GIS and ArcGIS. Wiley, Chichester Wong DWS, Lee J (2008) Statistical analysis of geographic information with ArcView GIS and ArcGIS. Wiley, Chichester
Zurück zum Zitat Wu ZP, Hsiung KH (2009) Spatial analysis of urban fire risk. Chung Hua J Archit 3(3):1–12 Wu ZP, Hsiung KH (2009) Spatial analysis of urban fire risk. Chung Hua J Archit 3(3):1–12
Zurück zum Zitat Wu JY, Huang YS (2011) The establishment of vulnerability evaluation indexed: the case of Shueili township, Nantou Taiwan. City Plan 38(2):195–218 Wu JY, Huang YS (2011) The establishment of vulnerability evaluation indexed: the case of Shueili township, Nantou Taiwan. City Plan 38(2):195–218
Metadaten
Titel
Spatial heterogeneity of local flood vulnerability indicators within flood-prone areas in Taiwan
verfasst von
Hsueh-Sheng Chang
Tzu-Ling Chen
Publikationsdatum
01.12.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 23/2016
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-016-6294-x

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