Case Studies
Nov 21, 2023

Characterizing the Nature of Social Vulnerability to Disasters in Inner-City Households: Case of Jiaxing, China

Publication: Natural Hazards Review
Volume 25, Issue 1

Abstract

As an increasingly urbanized country, China faces significant disaster risks. Social vulnerability influences the ability to prepare for, respond to, and recover from disasters. Quantifying social vulnerability is a worthwhile study because it can provide information vital to understanding the interactions among individuals, communities, and society and can further help us improve disaster risk mitigation. Therefore, this paper presents a case study on the social vulnerability assessment of the inner area of Jiaxing, China. With household questionnaire data, we calculated the social vulnerability index (SoVI) through categorical principal component analysis (CATPCA). We also presented a holistic and detailed profile of social vulnerability that links three different levels (e.g., households, apartment blocks, and communities) and contains four aspects of SoVI, such as statistical information, spatial pattern, dimension attributes, and risk state combinations of variables. This profile also responded to criticisms about the index method’s reductionist nature. Our results retained as much valuable information as we could, enabling a more holistic understanding of demographic, environmental, and social conditions that influence social vulnerability to disasters in the inner city of Jiaxing.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

Some or all data, models, or code generated or used during the study are proprietary or confidential in nature and may only be provided with restrictions (e.g., raw data containing detailed residential address information).

Acknowledgments

This research was funded by Jiangsu Provincial Decision-making Consulting Base (22SSLB018). Many thanks to the reviewers and editors for their critical comments, which greatly helped to improve the quality of this paper.
Author contributions: Data curation, Yi Ge, Zhigang Tao, Yiling Yang, Yan Mi, and Di Zhou; formal analysis, Yi Ge and Wen Dou; methodology, Wen Dou; software, Wen Dou; visualization, Wen Dou; and writing—original draft, Yi Ge.

References

Adger, W. N., N. Brooks, G. Bentham, and M. Agnew. 2004. New indicators of vulnerability and adaptive capacity (Final Project Report). Norwich, UK: Tyndall Centre for Climate Change Research.
Agovino, M., M. Cerciello, and A. Gatto. 2018. “Policy efficiency in the field of food sustainability: The adjusted food agriculture and nutrition index.” J. Environ. Manage. 218 (Jun): 220–233. https://doi.org/10.1016/j.jenvman.2018.04.058.
Ahsan, M. N., and J. Warner. 2014. “The socioeconomic vulnerability index: A pragmatic approach for assessing climate change led risks—A case study in the south-western coastal Bangladesh.” Int. J. Disaster Risk Reduct. 8 (Jun): 32–49. https://doi.org/10.1016/j.ijdrr.2013.12.009.
Ajibade, I., G. McBean, and R. Bezner-Kerr. 2013. “Urban flooding in Lagos, Nigeria: Patterns of vulnerability and resilience among women.” Global Environ. Change 23 (6): 1714–1725. https://doi.org/10.1016/j.gloenvcha.2013.08.009.
Aksha, S. K., L. Juran, L. M. Resler, and Y. Zhang. 2019. “An analysis of social vulnerability to natural hazards in Nepal using a modified social vulnerability index.” Int. J. Disaster Risk Sci. 10 (Mar): 103–116. https://doi.org/10.1007/s13753-018-0192-7.
Amos, E., U. Akpan, and K. Ogunjobi. 2015. “Households’ perception and livelihood vulnerability to climate change in a coastal area of Akwa Ibom State, Nigeria.” Environ. Dev. Sustainable 17 (Aug): 887–908. https://doi.org/10.1007/s10668-014-9580-3.
Antony, G. M., and K. Visweswara Rao. 2007. “A composite index to explain variations in poverty, health, nutritional status and standard of living: Use of multivariate statistical methods.” Public Health 121 (8): 578–587. https://doi.org/10.1016/j.puhe.2006.10.018.
Bjarnadottir, S., Y. Li, and M. G. Stewart. 2011. “Social vulnerability index for coastal communities at risk to hurricane hazard and a changing climate.” Nat. Hazards 59 (Nov): 1055–1075. https://doi.org/10.1007/s11069-011-9817-5.
Blaikie, P., T. Cannon, I. Davis, and B. Wisner. 1994. At risk: Natural hazards, people’s vulnerability and disasters. 1st ed. London: Rougledge.
Bohle, H. G., T. E. Downing, and M. J. Watts. 1994. “Climate change and social vulnerability.” Toward Sociol. Geogr. Food Insecurity Global Environ. Change 4 (Jun): 37–48. https://doi.org/10.1016/0959-3780(94)90020-5.
Boruff, B. J., and S. L. Cutter. 2007. “The environmental vulnerability of Caribbean Island nations.” Geogr. Rev. 97 (1): 24–45. https://doi.org/10.1111/j.1931-0846.2007.tb00278.x.
Braeken, J., and M. A. L. M. Van Assen. 2017. “An empirical Kaiser criterion.” Psychol. Methods 22 (3): 450–466. https://doi.org/10.1037/met0000074.
Brooks, N. 2003. Vulnerability, risk and adaptation: A conceptual framework. Norwich, UK: Tyndall Centre for Climate Change Research.
Cannon, T. 1994. “Vulnerability analysis and the explanation of ‘natural’ disasters.” In Disasters, development and environment, edited by A. Varley, 13–30. Hoboken, NJ: Wiley.
Chen, F., H. Guo, and Z. Shirazi. 2019. “Disaster risks and response strategies in process of urbanization in China.” In Proc., Contributing Paper to GAR; World Economic Forum, 1–21. Geneva: United Nations Office for Disaster Risk Reduction.
Chen, W., S. L. Cutter, C. T. Emrich, and P. Shi. 2013. “Measuring social vulnerability to natural hazards in the Yangtze River Delta region, China.” Int. J. Disaster Risk Sci. 4 (Dec): 169–181. https://doi.org/10.1007/s13753-013-0018-6.
Chomsri, J., and P. Sherer. 2013. “Social vulnerability and suffering of flood-affected people: Case study of 2011 Mega flood in Thailand.” J. Soc. Sci. 34 (3): 491–499.
Ciurean, R. L., and D. Schröter. 2013. “World’s largest science, technology and medicine open access book publisher conceptual frameworks of vulnerability assessments for natural disasters reduction.” In Approaches to disaster management—Examining the implications of hazards, emergencies, and disasters. London: Intech.
CRED. 2017. Annual disaster statistical review 2016. Brussels, Belgium: CRED.
Crowley, J. 2021. “Social vulnerability factors and reported post-disaster needs in the aftermath of hurricane florence.” Int. J. Disaster Risk Sci. 12 (1): 13–23. https://doi.org/10.1007/s13753-020-00315-5.
Cutter, S. L. 1996. “Vulnerability to environmental hazards.” Prog. Hum. Geogr. 20 (4): 529–539. https://doi.org/10.1177/030913259602000407.
Cutter, S. L., et al. 2003. “Social vulnerability to environmental hazards.” Soc. Sci. Q. 84 (2): 242–261. https://doi.org/10.1111/1540-6237.8402002.
Cutter, S. L., and C. Finch. 2008. “Temporal and spatial changes in social vulnerability to natural hazards.” Proc. Natl. Acad. Sci. U.S.A. 105 (7): 2301–2306. https://doi.org/10.1073/pnas.0710375105.
De Marchi, B., and A. Scolobig. 2012. “The views of experts and residents on social vulnerability to flash floods in an Alpine region of Italy.” Disasters 36 (2): 316–337. https://doi.org/10.1111/j.1467-7717.2011.01252.x.
Elliott, J. R., A. B. Hite, and J. A. Devine. 2009. “Unequal return: The uneven resettlements of New Orleans’ uptown neighborhoods.” Organ. Environ. 22 (4): 410–421. https://doi.org/10.1177/1086026609347184.
Fekete, A. 2009. “Validation of a social vulnerability index in context to river-floods in Germany.” Nat. Hazards Earth Syst. Sci. 9 (Aug): 393–403. https://doi.org/10.5194/nhess-9-393-2009.
Fekete, A. 2019. “Social vulnerability change assessment: Monitoring longitudinal demographic indicators of disaster risk in Germany from 2005 to 2015.” Nat. Hazards 95 (3): 585–614. https://doi.org/10.1007/s11069-018-3506-6.
Fellmann, T. 2012. “The assessment of climate change-related vulnerability in the agricultural sector: Reviewing conceptual frameworks.” In Building resilience for adaptation to climate change in the agriculture sector, edited by A. Meybeck, J. Lankoski, S. Redfern, N. Azzu, and V. Gitz, 37–61. Rome: Food and Agriculture Organization. https://doi.org/10.13140/2.1.4314.8809.
Few, R., and P. G. Tran. 2010. “Climatic hazards, health risk and response in Vietnam: Case studies on social dimensions of vulnerability.” Global Environ. Change 20 (3): 529–538. https://doi.org/10.1016/j.gloenvcha.2010.02.004.
Fu, L., and A. Liu. 2022. China statistical yearbook-2022. Beijing: China statistics Press.
Gatto, A., and F. Busato. 2019. Defining, measuring and ranking energy vulnerability. Aarhus, Denmark: Aarhus Univ.
Ge, Y., W. Dou, Z. Gu, and X. Qian. 2013. “Assessment of social vulnerability to natural hazards in the Yangtze River Delta, China.” Stoch. Environ. Res. Risk Assess 27 (Dec): 1899–1908. https://doi.org/10.1007/s00477-013-0725-y.
Ge, Y., W. Dou, and X. Wang. 2021. “Identifying urban–rural differences in social vulnerability to natural hazards: A case study of China.” Nat. Hazards 108 (3): 2629–2651. https://doi.org/10.1007/s11069-021-04792-9.
Ge, Y., W. Dou, and H. Zhang. 2017. “A new framework for understanding urban social vulnerability from a network perspective.” Sustainable 9 (Jun): 1–17. https://doi.org/10.3390/su9101723.
Ge, Y., G. Yang, Y. Chen, and W. Dou. 2019. “Examining social vulnerability and inequality: A joint analysis through a connectivity lens in the urban agglomerations of China.” Sustainable 11 (4): 1042. https://doi.org/10.3390/su11041042.
Glade, T., and S. Fuchs. 2012. “Vulnerability assessment in natural hazard and risk analysis: Current approaches and future challenges.” Nat. Hazards 64 (Dec): 1969–1975. https://doi.org/10.1007/s11069-012-0352-9.
Govender, N., and P. S. Reddy. 2020. “Urban decay and regeneration in the African City.” In Advances in African economic, social and political development, 213–230. Berlin: Springer.
Guillard-Gonçalves, C., S. L. Cutter, and C. T. Emrich. 2015. “Application of social vulnerability index (SoVI) and delineation of natural risk zones in Greater Lisbon, Portugal.” J. Risk Res. 9877 (1): 1–24. https://doi.org/10.1080/13669877.2014.910689.
Haki, Z., Z. Akyürek, and Ş. Düzgün. 2004. “Assessment of social vulnerability using geographic information systems: Pendik, Istanbul case study.” In Proc., 7th AGILE Conf. on Geographic Information Science, 413–423. Crete, Greece: University of Crete Press.
Hamidazada, M., A. M. Cruz, and M. Yokomatsu. 2019. “Vulnerability factors of Afghan rural women to disasters.” Int. J. Disaster Risk Sci. 10 (Jun): 573–590. https://doi.org/10.1007/s13753-019-00227-z.
Hightower, W. L. 1978. “Development of an index of health utilizing factor analysis.” Med. Care 16 (Mar): 245–255. https://doi.org/10.1097/00005650-197803000-00006.
Holand, I. S., and P. Lujala. 2012. “Replicating and adapting an index of social vulnerability to a new context: A comparison study for Norway.” Prof. Geogr. 65 (2): 120529141302005. https://doi.org/10.1080/00330124.2012.681509.
Holand, I. S., P. Lujala, and J. K. Rød. 2011. “Social vulnerability assessment for Norway: A quantitative approach.” Nor. Geogr. Tidsskr.–Nor. J. Geogr. 65 (Jul): 1–17. https://doi.org/10.1080/00291951.2010.550167.
Hou, J., J. Lv, X. Chen, and S. Yu. 2016. “China’s regional social vulnerability to geological disasters: Evaluation and spatial characteristics analysis.” Nat. Hazards 84 (Nov): 97–111. https://doi.org/10.1007/s11069-015-1931-3.
INFORM. 2022. INFORM risk index 2023. Luxembourg: INFORM.
IPCC (Intergovernmental Panel on Climate Change). 2007. Climate change 2007: The physical science basis. Cambridge, UK: Cambridge University Press.
Jiaxing Statistics Bureau. 2022. “Bulletin on major population data of Jiaxing City in 2021.” Accessed May 23, 2023. https://www.jiaxing.gov.cn/art/2022/3/2/art_1229426387_4885951.html.
Jones, L., and T. Tanner. 2017. “Subjective resilience: Using perceptions to quantify household resilience to climate extremes and disasters.” Reg. Environ. Change 17 (Jan): 229–243. https://doi.org/10.1007/s10113-016-0995-2.
Kaiser, H. F. 1960. “The application of electronic computers to factor analysis.” Educ. Psychol. Meas. 20 (1): 141–151. https://doi.org/10.1177/001316446002000116.
Kantamaneni, K. 2019. “Evaluation of social vulnerability to natural hazards: A case of Barton on Sea, England.” Arab. J. Geosci. 12 (20): 628. https://doi.org/10.1007/s12517-019-4819-9.
Kasarda, J. D. 1993. “Inner-city concentrated poverty and neighborhood distress: 1970 to 1990.” House Policy Debate 4 (Jun): 253–302. https://doi.org/10.1080/10511482.1993.9521135.
Kleinosky, L. R., B. Yarnal, and A. Fisher. 2007. “Vulnerability of Hampton Roads, Virginia, to storm-surge flooding and sea-level rise.” Nat. Hazards 40 (Apr): 43–70. https://doi.org/10.1007/s11069-006-0004-z.
Klinenberg, E. 2002. Heat wave: A social autopsy of disaster in Chicago. Chicago: Univ. of Chicago Press.
Kuhlicke, C., A. Scolobig, and S. Tapsell. 2011. “Contextualizing social vulnerability: Findings from case studies across Europe.” Nat. Hazards 58 (Apr): 789–810. https://doi.org/10.1007/s11069-011-9751-6.
Letsie, M. M., and S. W. Grab. 2015. “Assessment of social vulnerability to natural hazards in the mountain kingdom of Lesotho.” Mt Res. Dev. 35 (2): 115–125. https://doi.org/10.1659/MRD-JOURNAL-D-14-00087.1.
Linting, M., J. J. Meulman, P. J. F. Groenen, and A. J. van der Kooij. 2007. “Nonlinear principal components analysis: Introduction and application.” Psychol. Methods 12 (3): 336–358. https://doi.org/10.1037/1082-989X.12.3.336.
Liu, B., Y. L. Siu, G. Mitchell, and W. Xu. 2013. “Exceedance probability of multiple natural hazards: Risk assessment in China’s Yangtze River Delta.” Nat. Hazards 69 (Dec): 2039–2055. https://doi.org/10.1007/s11069-013-0794-8.
Lu, H., X. Lu, L. Jiao, and Y. Zhang. 2022. “Evaluating urban agglomeration resilience to disaster in the Yangtze Delta city group in China.” Sustainable Cities Soc. 76 (Jan): 103464. https://doi.org/10.1016/j.scs.2021.103464.
Manfredi, P., M. Manisera, and F. Dabrassi. 2009. “The alexithymia construct: A reading based on categorical principal component analysis.” Psychofenia 12 (21): 165–180. https://doi.org/10.1285/i17201632vXIIn21p165.
Maria, B., D. L. Hummell, S. L. Cutter, and C. T. Emrich. 2016. “Social vulnerability to natural hazards in Brazil.” Int. J. Disaster Risk Sci. 7 (6): 111–122. https://doi.org/10.1007/s13753-016-0090-9.
Myers, C. A., T. Slack, and J. Singelmann. 2008. “Social vulnerability and migration in the wake of disaster: The case of Hurricanes Katrina and Rita.” Popul. Environ. 29 (Jul): 271–291. https://doi.org/10.1007/s11111-008-0072-y.
Nardo, M., M. Saisana, A. Saltelli, and S. Tarantola. 2008. Handbook on constructing composite indicators. Paris: OECD.
National Bureau of Statistics. 2000. The fifth national population census of the People’s Republic of China. Beijing: National Bureau of Statistics.
Oates, L., L. Dai, A. Sudmant, and A. Gouldson. 2020. Building climate resilience and water security in cities: Lessons from the sponge city of Wuhan, China. London: Coalition for Urban Transitions.
Ohmer, M. L. 2010. “How theory and research inform citizen participation in poor communities: The ecological perspective and theories on self- and collective efficacy and sense of community.” J. Hum. Behav. Soc. Environ. 20 (Jun): 1–19. https://doi.org/10.1080/10911350903126999.
Paul, S. K. B. 2010. “Household response to cyclone and induced surge in coastal Bangladesh: Coping strategies and explanatory variables.” Nat. Hazards 57 (May): 1–23. https://doi.org/10.1007/s11069-010-9631-5.
Pongponrat, K., and K. Ishii. 2018. “Social vulnerability of marginalized people in times of disaster: Case of Thai women in Japan Tsunami 2011.” Int. J. Disaster Risk Reduct. 27 (Mar): 133–141. https://doi.org/10.1016/j.ijdrr.2017.09.047.
Rajesh, S., S. Jain, and P. Sharma. 2018. “Inherent vulnerability assessment of rural households based on socio-economic indicators using categorical principal component analysis: A case study of Kimsar region, Uttarakhand.” Ecol. Indic. 85 (Feb): 93–104. https://doi.org/10.1016/j.ecolind.2017.10.014.
Renes Carreño, E., A. Escribá Bárcena, and M. Catalán González. 2022. “Study of risk factors for healthcare-associated infections in acute cardiac patients using categorical principal component analysis (CATPCA).” Sci. Rep. 12 (1): 28. https://doi.org/10.1038/s41598-021-03970-w.
Rivera, J. D., and C. C. Knox. 2022. “Defining social equity in emergency management: A critical first step in the nexus.” Public Admin. Rev. 83 (5): 1–16. https://doi.org/10.1111/puar.13574.
Rohe, W. M. 2009. “From local to global: One hundred years of neighborhood planning.” J. Am. Plann. Assoc. 75 (2): 209–230. https://doi.org/10.1080/01944360902751077.
Roncancio, D. J., and A. C. Nardocci. 2016. “Social vulnerability to natural hazards in São Paulo, Brazil.” Nat. Hazards 84 (Nov): 1367–1383. https://doi.org/10.1007/s11069-016-2491-x.
Rufat, S. 2013. “Spectroscopy of urban vulnerability.” Ann. Assoc. Am. Geogr. 103 (3): 505–525. https://doi.org/10.1080/00045608.2012.702485.
Rygel, L., D. O’Sullivan, and B. Yarnal. 2006. “A method for constructing a social vulnerability index: An application to hurricane storm surges in a developed country.” Mitigation Adapt. Strategy Global Change 11 (May): 741–764. https://doi.org/10.1007/s11027-006-0265-6.
Schmidtlein, M. C., R. C. Deutsch, W. W. Piegorsch, and S. L. Cutter. 2008. “A sensitivity analysis of the social vulnerability index.” Risk Anal. 28 (Jun): 1099–1114. https://doi.org/10.1111/j.1539-6924.2008.01072.x.
Sekhar, C. C., A. Indrayan, and S. M. Gupta. 1991. “Development of an index of need for health resources for Indian states using factor analysis.” Int. J. Epidemiol. 20 (1): 246–250. https://doi.org/10.1093/ije/20.1.246.
Shah, K. U., H. B. Dulal, C. Johnson, and A. Baptiste. 2013. “Understanding livelihood vulnerability to climate change: Applying the livelihood vulnerability index in Trinidad and Tobago.” Geoforum 47 (Jun): 125–137. https://doi.org/10.1016/j.geoforum.2013.04.004.
Smit, B., and J. Wandel. 2006. “Adaptation, adaptive capacity and vulnerability.” Global Environ. Change 16 (3): 282–292. https://doi.org/10.1016/j.gloenvcha.2006.03.008.
Spielman, S. E., J. Tuccillo, and D. C. Folch. 2020. “Evaluating social vulnerability indicators: Criteria and their application to the social vulnerability index.” Nat. Hazards 100 (Jan): 417–436. https://doi.org/10.1007/s11069-019-03820-z.
Su, B., et al. 2018. “Drought losses in China might double between the 1.5°C and 2.0°C warming.” Proc. Natl. Acad. Sci. U.S.A. 115 (42): 10600–10605. https://doi.org/10.1073/pnas.1802129115.
Susman, P., P. O’Keefe, and B. Wisner. 1983. “Global disasters: A radical interpretation.” In Interpretations of calamity, edited by K. Hewitt, 264–283. Boston, MA: Allen & Unwin.
Tapsell, S. M., E. C. Penning-Rowsell, S. M. Tunstall, and T. L. Wilson. 2002. “Vulnerability to flooding: Health and social dimensions.” Philos. Trans. R. Soc. London, Ser. A 360 (1796): 1511–1525. https://doi.org/10.1098/rsta.2002.1013.
Thomas, K., R. D. Hardy, and H. Lazrus. 2019. “Explaining differential vulnerability to climate change: A social science review.” Wiley Interdiscip. Rev. Clim. Change 10 (2): 1–18. https://doi.org/10.1002/wcc.565.
Tuccillo, J. V., and S. E. Spielman. 2021. “A method for measuring coupled individual and social vulnerability to environmental hazards.” Ann. Am. Assoc. Geogr. 112 (6): 1702–1725. https://doi.org/10.1080/24694452.2021.1989283.
Turner, B. L., et al. 2003. “A framework for vulnerability analysis in sustainability science.” Proc. Natl. Acad. Sci. U.S.A. 100 (14): 8074–8079. https://doi.org/10.1073/pnas.1231335100.
Vincent, K. 2004. Creating an index of social vulnerability to climate change for Africa. Norwich, UK: Univ. of East Anglia.
Wei, Y. M., Y. Fan, C. Lu, and H. T. Tsai. 2004. “The assessment of vulnerability to natural disasters in China by using the DEA method.” Environ. Impact Assess Rev. 24 (4): 427–439. https://doi.org/10.1016/j.eiar.2003.12.003.
Weichselgartner, J., and J. Bertens. 2002. “Natural disaster reduction in Europe: A Don Quixotic project in the face of a changing world?” In Risk analysis III, edited by C. A. Brebbia, 233–242. Southampton, UK: Wit Press.
Wisner, B., P. Blaikie, T. Cannon, and I. Davis. 2004. At risk: Natural hazards, people’s vulnerability, and disasters. 2nd ed. London: Routledge.
Wong, S. D., J. C. Broader, and S. A. Shaheen. 2020. “Can sharing economy platforms increase social equity for vulnerable populations in disaster response and relief?” In A case study of the 2017 and 2018 California wildfires. Berkeley, CA: UC Berkeley Transportation Sustainability Research Center.
Wood, N. J., C. G. Burton, and S. L. Cutter. 2010. “Community variations in social vulnerability to Cascadia-related tsunamis in the U.S. Pacific Northwest.” Nat. Hazards 52 (Apr): 369–389. https://doi.org/10.1007/s11069-009-9376-1.
Woodruff, S., K. A. Vitro, and T. K. BenDor. 2018. “2.11–GIS and coastal vulnerability to climate change.” In Huang BBT-CGIS, 236–257. Oxford, UK: Elsevier.
World Bank. 2014. Urban China: Toward efficient, inclusive, and sustainable urbanization. Washington, DC: World Bank.
Yin, C. 2020. A new model of diversified governance of old residential areas by municipal enterprises. Beijing: Tsinghua Univ.
Yoo, G., J. H. Hwang, and C. Choi. 2011. “Development and application of a methodology for vulnerability assessment of climate change in coastal cities.” Ocean Coast Manage. 54 (7): 524–534. https://doi.org/10.1016/j.ocecoaman.2011.04.001.
Yoon, D. K. 2012. “Assessment of social vulnerability to natural disasters: A comparative study.” Nat. Hazards 63 (Jun): 823–843. https://doi.org/10.1007/s11069-012-0189-2.
Yu, D. 2015. “Intuitionistic fuzzy theory based typhoon disaster evaluation in Zhejiang Province, China: A comparative perspective.” Nat. Hazards 75 (Jun): 2559–2576. https://doi.org/10.1007/s11069-014-1450-7.
Zhang, C., B. Lu, and Y. Song. 2012. “Involving the community in inner city renewal: A case study of Nanluogu in Beijing.” J. Urban Manage. 1 (18): 53–71. https://doi.org/10.1016/S2226-5856(18)30060-8.
Zhong, W. 2022. “Discussion on the achievements, difficulties and countermeasures of earthquake prevention and disaster reduction in typical cities in the Yangtze River Delta.” [In Chinese.] Progress Earthquake Sci. 52 (7): 333–337.
Zhou, C., and X. Gu. 2016. “Study on flood control and disaster mitigation in Jiaxing City.” Zhejiang Hydrotechnics, 23–25.
Zhou, Y., N. Li, W. Wu, and J. Wu. 2014. “Assessment of provincial social vulnerability to natural disasters in China.” Nat. Hazards 71 (Jun): 2165–2186. https://doi.org/10.1007/s11069-013-1003-5.
Zhou, Y., F. Zhang, and Z. Du. 2017. “Integrating cellular automata with the deep belief network for simulating urban growth.” Sustainable 9 (10): 1786. https://doi.org/10.3390/su9101786.

Information & Authors

Information

Published In

Go to Natural Hazards Review
Natural Hazards Review
Volume 25Issue 1February 2024

History

Received: Feb 8, 2023
Accepted: Sep 5, 2023
Published online: Nov 21, 2023
Published in print: Feb 1, 2024
Discussion open until: Apr 21, 2024

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Associate Professor, School of Sociology and Development, Nanjing Normal Univ., Nanjing 210097, China. Email: [email protected]
Associate Professor, School of Transportation, Southeast Univ., Nanjing 210018, China (corresponding author). Email: [email protected]
Zhigang Tao [email protected]
Assistant Professor, School of Public Administration, Hohai Univ., Nanjing 211100, China. Email: [email protected]
Yiling Yang [email protected]
Graduate Student, School of Sociology and Development, Nanjing Normal Univ., Nanjing 210097, China. Email: [email protected]
Graduate Student, School of Sociology and Development, Nanjing Normal Univ., Nanjing 210097, China. Email: [email protected]
Graduate Student, School of Sociology and Development, Nanjing Normal Univ., Nanjing 210097, China. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share