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Multi-variate residential flood loss estimation model for Jakarta: an approach based on a combination of statistical techniques

Author

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  • Roshan Wahab

    (Nanyang Technological University)

  • Robert Tiong

    (Nanyang Technological University)

Abstract

Jakarta has endured a series of devastating floods in 2002, 2007 and 2013. In the wake of climate change and complex interaction with diverse socio-economic factors, the flood situation in Jakarta will exacerbate from bad to worse. The city requires quantitative evaluation of flood risk to adapt to the changes arising from both existing and future flooding. Consequently, in this study a comprehensive multi-variate residential flood loss estimation model was developed. The model was developed from the outcome of extensive household surveys performed in the aftermath of the 2013 January floods. In addition, a novel procedure for classifying the flood loss into homogenous groups is proposed and implemented on the data from Jakarta. The proposed approach employed principal component analysis supplemented with correlation analysis and mutual information in identifying the factors that can capture the homogeneity in flood damage and loss data. The identified factors are then used as inputs for cluster analysis to for grouping the data into homogenous groups. Depth–damage curves were developed for these groups. The novel approach for demarcating flood loss data produced groups which showed significant reduction in damage variability and improved loss prediction within the surveyed dataset. Further, a scaled flood loss estimation model was developed which quantified the effect of mitigation measures on flood damage and loss.

Suggested Citation

  • Roshan Wahab & Robert Tiong, 2017. "Multi-variate residential flood loss estimation model for Jakarta: an approach based on a combination of statistical techniques," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 86(2), pages 779-804, March.
  • Handle: RePEc:spr:nathaz:v:86:y:2017:i:2:d:10.1007_s11069-016-2716-z
    DOI: 10.1007/s11069-016-2716-z
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    References listed on IDEAS

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    1. Hasanuddin Abidin & Heri Andreas & Irwan Gumilar & Yoichi Fukuda & Yusuf Pohan & T. Deguchi, 2011. "Land subsidence of Jakarta (Indonesia) and its relation with urban development," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 59(3), pages 1753-1771, December.
    2. Qiqi Chen & Junbiao Zhang & Lu Zhang, 2015. "Risk Assessment, Partition and Economic Loss Estimation of Rice Production in China," Sustainability, MDPI, vol. 7(1), pages 1-21, January.
    3. N/A, 2010. "The UK economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 214(1), pages 3-3, October.
    4. Li, Baibing & Martin, Elaine B. & Morris, A. Julian, 2002. "On principal component analysis in L1," Computational Statistics & Data Analysis, Elsevier, vol. 40(3), pages 471-474, September.
    5. Muh Marfai & Andung Sekaranom & Philip Ward, 2015. "Community responses and adaptation strategies toward flood hazard in Jakarta, Indonesia," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 75(2), pages 1127-1144, January.
    6. Susan Hanson & Robert Nicholls & N. Ranger & S. Hallegatte & J. Corfee-Morlot & C. Herweijer & J. Chateau, 2011. "A global ranking of port cities with high exposure to climate extremes," Climatic Change, Springer, vol. 104(1), pages 89-111, January.
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    1. Md. Nawrose Fatemi & Seth Asare Okyere & Stephen Kofi Diko & Michihiro Kita & Motoki Shimoda & Shigeki Matsubara, 2020. "Physical Vulnerability and Local Responses to Flood Damage in Peri-Urban Areas of Dhaka, Bangladesh," Sustainability, MDPI, vol. 12(10), pages 1-23, May.
    2. José Armando Cobián Álvarez & Budy P. Resosudarmo, 2019. "The cost of floods in developing countries’ megacities: a hedonic price analysis of the Jakarta housing market, Indonesia," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 21(4), pages 555-577, October.
    3. Jiayang Zhang & Yangbo Chen, 2019. "Risk Assessment of Flood Disaster Induced by Typhoon Rainstorms in Guangdong Province, China," Sustainability, MDPI, vol. 11(10), pages 1-20, May.

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