The role of socio-economic and property variables in the establishment of flood depth-damage curve for the data-scarce area in Malaysia

References

• Amadio M, Mysiak J, Carrera L and Koks E. (2016). Improving flood damage assessment models in Italy. Nat Hazards, 82(3), 2075–2088. doi:10.1007/s11069-016-2286-0
   Web of Science ®Google Scholar
• Amadio, Mattia, Anna Rita Scorzini, Francesca Carisi, H. Arthur Essenfelder, Alessio Domeneghetti, Jaroslav Mysiak, and Attilio Castellarin. 2019. “Testing Empirical and Synthetic Flood Damage Models: The Case of Italy.” Natural Hazards and Earth System Sciences 19 (3): 661–678. doi:10.5194/nhess-19-661-2019.
   Web of Science ®Google Scholar
• Amirebrahimi, Sam, Abbas Rajabifard, Priyan Mendis, and Tuan Ngo. 2016. “A Framework for A Microscale Flood Damage Assessment and Visualization for A Building Using BIM–GIS Integration.” International Journal of Digital Earth 9 (4): 363–386. doi:10.1080/17538947.2015.1034201.
   Web of Science ®Google Scholar
• Brémond, P., and F. Grelot. 2013. “Review Article: Economic Evaluation of Flood Damage to Agriculture - Review and Analysis of Existing Methods.” Natural Hazards and Earth System Sciences 13 (10): 2493–2512. doi:10.5194/nhess-13-2493-2013.
   Web of Science ®Google Scholar
• Carisi, Francesca, Kai Schröter, Alessio Domeneghetti, Heidi Kreibich, and Attilio Castellarin. 2018. “Development and Assessment of Uni- and Multivariable Flood Loss Models for Emilia-Romagna (Italy).” Natural Hazards and Earth System Sciences 18 (7): 2057–2079. doi:10.5194/nhess-18-2057-2018.
   Web of Science ®Google Scholar
• Chen, Albert S., Michael J. Hammond, Slobodan Djordjević, David Butler, David M. Khan, and William Veerbeek. 2016. “From Hazard to Impact: Flood Damage Assessment Tools for Mega Cities.” Natural Hazards 82 (2): 857–890. doi:10.1007/s11069-016-2223-2.
   Web of Science ®Google Scholar
• D’Ayala, Dina, Kai Wang, Yuan Yan, Helen Smith, Ashleigh Massam, Valeriya Filipova, and Joy Jacqueline Pereira. 2020. “Flood Vulnerability and Risk Assessment of Urban Traditional Buildings in a Heritage District of Kuala Lumpur, Malaysia.” Natural Hazards and Earth System Sciences 20 (8): 2221–2241. doi:10.5194/nhess-20-2221-2020.
   Web of Science ®Google Scholar
• Department of Irrigation and Drainage Malaysia (DID). 2001. “Annual Flood Report.” Department of Irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia (DID). 2003a. “Final Report, Flood Damage Assessment of 26 April 2001 Flooding Affecting the Klang Valley and the Preparation of Generalised Procedures and Guidelines for Assessment of Flood Damages.” Department of irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2003b. “Annual Flood Report.” Department of Irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2012a. “Final Report, Updating of Condition of Flooding and Flood Damage Assessment in Malaysia.” Department of Irrigation and Drainage 1–74.
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2012b. “Annual Flood Report.” Department of Irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2013. “Annual Flood Report.” Department of Irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2019. “Final Report, Preparation of Sungai Kuantan Integrated River Basin Management Plan.” Department of Irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2020. “Annual Flood Report.” Department of Irrigation and Drainage
   Google Scholar
• Department of Irrigation and Drainage Malaysia Or DID. 2021. “Annual Flood Report.” Department of Irrigation and Drainage
   Google Scholar
• Diakakis, M., and G. Deligiannakis. 2017. “Flood Fatalities in Greece: 1970–2010.” Journal of Flood Risk Management 10 (1): 115–123. doi:10.1111/jfr3.12166.
   Web of Science ®Google Scholar
• Dottori, Francesco, Rui Figueiredo, L.V. Mario, Daniela Molinari Martina, and Anna Rita Scorzini. 2016. “INSYDE: A Synthetic, Probabilistic Flood Damage Model Based on Explicit Cost Analysis.” Natural Hazards and Earth System Sciences 16 (12): 2577–2591. doi:10.5194/nhess-16-2577-2016.
   Web of Science ®Google Scholar
• Figueiredo, Rui, Kai Schröter, Alexander Weiss-Motz, Mario L. Martina, and Heidi Kreibich. 2018. “Multi-Model Ensembles for Assessment of Flood Losses and Associated Uncertainty.” Natural Hazards and Earth System Sciences 18 (5): 1297–1314. doi:10.5194/nhess-18-1297-2018.
   Web of Science ®Google Scholar
• Frongia, S., A. Ruiu, and G. M. Sechi. 2017. “Water Depth-Damage Functions for Flood Direct Tangible Damage Evaluation in Built-up Areas in Sardinia (Italy).” European Water 57: 3–9. http://www.ewra.net/ew/pdf/EW_2017_57_01.pdf.
   Google Scholar
• Hammond, M. J., A. S. Chen, S. Djordjevi, D. Butler, and O. Mark. 2013. “Urban Flood Impact Assessment: A state-of-the-art Review.” Urban Water Journal 2 (1): 14–29.
   Google Scholar
• Huizinga, Jan, Hans de Moel, and Wojciech Szewczyk. 2017. “Global Flood-Depth Damage Funtions- Methodology and the Database with Guidelines.” Joint Research Centre (JRC). doi:10.2760/16510.
   Google Scholar
• Jonkman, S.N., and J.K. Vrijling. 2008. “Loss of Life Due to Floods.” Journal of Flood Risk Management 1 (1): 43–56. doi:10.1111/j.1753-318x.2008.00006.x.
   Web of Science ®Google Scholar
• Kreibich, Heidi, Isabel Seifert, Bruno Merz, and Annegret H. Thieken. 2010. “Development of FLEMOcs – A New Model for the Estimation of Food Losses in the Commercial Sector.” Hydrological Sciences Journal 55 (8): 1302–1314. doi:10.1080/02626667.2010.529815.
   Web of Science ®Google Scholar
• Krejcie, R. V. Morgan, D. W. 1970 Determining Sample Size for Research Activities. Educational and Psychological Measurement 30 (3): 607- 610.
   Web of Science ®Google Scholar
• Malgwi, Mark Bawa, Sven Fuchs, and Margreth Keiler. 2020. “A Generic Physical Vulnerability Model for Floods: Review and Concept for Data-Scarce Regions.” Natural Hazards and Earth System Sciences 20 (7): 2067–2090. doi:10.5194/nhess-20-2067-2020.
   Web of Science ®Google Scholar
• Malgwi, Mark Bawa, Matthias Schlögl, and Margreth Keiler. 2021. “Expert-Based versus Data-Driven Flood Damage Models: A Comparative Evaluation for Data-Scarce Regions.” International Journal of Disaster Risk Reduction 57: 102148. doi:10.1016/j.ijdrr.2021.102148.
   Web of Science ®Google Scholar
• Martínez-Gomariz, Eduardo, Edwar Forero-Ortiz, María Guerrero-Hidalga, Salvador Castán, and Gómez Manuel. 2020. “Flood Depth-Damage Curves for Spanish Urban Areas.” Sustainability (Switzerland) 12 (7). doi:10.3390/su12072666.
   Google Scholar
• Mushar, Mohd Siti Hajar, Fauziah Kasmin, Sharifah Sakinah Syed Ahmad, and Emaliana Kasmuri. 2019. “Flood Damage Assessment: A Preliminary Study.” Environmental Research, Engineyono 75 (3): 55–70. doi:10.5755/j01.erem.75.3.22433.
   Google Scholar
• Nafari, R. H., T. Ngo, and P. Mendis. 2016. “An Assessment of the Effectiveness of Tree-Based Models for Multi-Variate Flood Damage Assessment in Australia.” Water (Switzerland) 8 (7). doi:10.3390/w8070282.
   Google Scholar
• Nafari, R. H., T. Ngo, and W. Lehman. 2016a. “Development and Evaluation of FLFAcs - A New Flood Loss Function for Australian Commercial Structures.” International Journal of Disaster Risk Reduction 17: 13–23. doi:10.1016/j.ijdrr.2016.03.007.
   Web of Science ®Google Scholar
• Nafari, R. H., T. Ngo, and W. Lehman. 2016b. “Calibration and Validation of FLFArs-A New Flood Loss Function for Australian Residential Structures.” Natural Hazards and Earth System Sciences 16 (1): 15–27. doi:10.5194/nhess-16-15-2016.
   Web of Science ®Google Scholar
• Nafari, R. H. 2018. “Flood Damage Assessment in Urban Areas.” PhD diss, University of Melbourne.
   Google Scholar
• Nasiri, Hajar, Mohd Johari Mohd Yusof, and Thamer Ahmad Mohammad Ali. 2016. “An Overview to Flood Vulnerability Assessment Methods.” Sustainable Water Resources Management 2 (3): 331–336. doi:10.1007/s40899-016-0051-x.
   Web of Science ®Google Scholar
• Olesen, L., R. Löwe, and K. Arnbjerg-Nielsen. 2017. “Flood Damage Assessment-Literature Review and Recommended Procedure.” Report for Research Centre for Water Sensitive Cities, Melbourne, Australia. www.watersensitivecities.org.au.
   Google Scholar
• Penning-Rowsell, E. C. 1977 Chatterton, J. B. The Benefits of Flood Alleviation: A Manual of Assessment Techniques. Aldershot: Gower Technical Press.
   Google Scholar
• Pistrika, Aimilia, George Tsakiris, and Ioannis Nalbantis. 2014. “Flood Depth-Damage Functions for Built Environment.” Environmental Processes 1 (4): 553–572. doi:10.1007/s40710-014-0038-2.
   Google Scholar
• Romali, Noor Suraya, Zulkifli Yusop, Muhammad Sulaiman, and Zulhilmi Ismail. 2015. “Flood Damage Assessment: A Review of Flood Stage-Damage Function Curve.” In International Symposium on Flood Research and Management. 28 September - 1 October 2014. Springer Science+Business Media Singapore Sutera Harbour Resort, Sabah, Malaysia. doi:10.1007/978-981-287-365-1_13.
   Google Scholar
• Romali, Noor Suraya, Zulkifli Yusop, Muhammad Sulaiman, and Zulhilmi Ismail. 2018. “Flood Risk Assessment: A Review of Flood Damage Estimation Model for Malaysia.” Jurnal Teknologi 80 (3): 145–153. doi:10.11113/jt.v80.11189.
   Google Scholar
• Romali, Noor Suraya, and Zulkifli Yusop. 2021. “Flood Damage and Risk Assessment for Urban Area in Malaysia.” Hydrology Research 1–18. doi:10.2166/nh.2020.121.
   Web of Science ®Google Scholar
• Safiah Yusmah, M. Y., L. J. Bracken, Z. Sahdan, H. Norhaslina, M. D. Melasutra, A. Ghaffarianhoseini, S. Sumiliana, and A. S. Shereen Farisha. 2020. “Understanding Urban Flood Vulnerability and Resilience: A Case Study of Kuantan, Pahang, Malaysia.” Natural Hazards 101 (2): 551–571. doi:10.1007/s11069-020-03885-1.
   Web of Science ®Google Scholar
• Sanuy, Marc, Wiebke S. Enrico Duo, Paolo Ciavola Jäger, and José A. Jiménez. 2018. “Linking Source with Consequences of Coastal Storm Impacts for Climate Change and Risk Reduction Scenarios for Mediterranean Sandy Beaches.” Natural Hazards and Earth System Sciences 18 (7): 1825–1847. doi:10.5194/nhess-18-1825-2018.
   Web of Science ®Google Scholar
• Scorzini, A. R., and E. Frank. 2017. “Flood Damage Curves: New Insights from the 2010 Flood in Veneto, Italy.” Journal of Flood Risk Management 10 (3): 381–392. doi:10.1111/jfr3.12163.
   Web of Science ®Google Scholar
• Shrestha, B. B., T. Okazumi, M. Miyamoto, and H. Sawano. 2016. “Flood Damage Assessment in the Pampanga River Basin of the Philippines.” Journal of Flood Risk Management 9 (4): 355–369. doi:10.1111/jfr3.12174.
   Web of Science ®Google Scholar
• Sieg, Tobias, Vogel Kristin, Bruno Merz, and Heidi Kreibich. 2017. “Tree-based Flood Damage Modeling of Companies: Damage Processes and Model Performance.” Journal of the American Water Resources Association 18 (7): 6050–6068. doi:10.1111/j.1752-1688.1969.tb04897.x.
   Google Scholar
• Sieg, Tobias. 2018. “Reliability of Flood Damage Estimations across Spatial Scales.” PhD diss., University of Postdam, Australia.
   Google Scholar
• Suriya, S., B. V. Mudgal, and Prakash Nelliyat. 2012. “Flood Damage Assessment of an Urban Area in Chennai, India, Part I: Methodology.” Natural Hazards 62 (2): 149–167. doi:10.1007/s11069-011-9985-3.
   Web of Science ®Google Scholar
• Tam, T. H., A. L. Ibrahim, M. Z.A. Rahman, and Z. Mazura. 2014. “Flood Loss Assessment in the Kota Tinggi.” IOP Conference Series: Earth and Environmental Science 18 (1): 6–11. doi:10.1088/1755-1315/18/1/012120.
   Google Scholar
• Velasco, Marc, Àngels Cabello, and Beniamino Russo. 2016. “Flood Damage Assessment in Urban Areas. Application to the Raval District of Barcelona Using Synthetic Depth Damage Curves.” Urban Water Journal 13 (4): 426–440. doi:10.1080/1573062X.2014.994005.
   Web of Science ®Google Scholar
• Vogel, Kristin, Carsten Riggelsen, Bruno Merz, Heidi Kreibich, and Frank Scherbaum. 2012. “Flood Damage and Influencing Factors: A Bayesian Network Perspective.” In Proceedings of the 6th European Workshop on Probabilistic Graphical Models, PGM 2012 Granada, Spain, 347–354.
   Google Scholar
• Wagenaar, Dennis, Jurjen De Jong, and Laurens M. Bouwer. 2017. “Multi-Variable Flood Damage Modelling with Limited Data Using Supervised Learning Approaches.” Natural Hazards and Earth System Sciences 17 (9): 1683–1696. doi:10.5194/nhess-17-1683-2017.
   Web of Science ®Google Scholar
• Wagenaar, Dennis, Stefan Lüdtke, Kai Schröter, Laurens M. Bouwer, and Heidi Kreibich. 2018. “Regional and Temporal Transferability of Multivariable Flood Damage Models.” Water Resources Research 54 (5): 3688–3703. doi:10.1029/2017WR022233.
   Web of Science ®Google Scholar
• White, G. F. 1964 Choice of adjustment to floods Research paper No. 93 (Illinois, United States.: University of Chicago)
   Google Scholar
• Win, Shelly, Win Win Zin, Akiyuki Kawasaki, and Zin Mar Lar Tin San. 2018. “Establishment of Flood Damage Function Models: A Case Study in the Bago River Basin, Myanmar.” International Journal of Disaster Risk Reduction 28: 688–700. doi:10.1016/j.ijdrr.2018.01.030.
   Web of Science ®Google Scholar
• Win, Shelly, Akiyuki Kawasaki, and Win Win Zin. 2018 Flood Damage Assessment for Flood Prone Agricultural Areas in the Bago River Basin. 8th International Conference on Science and Engineering. 2017. Yangon.
   Google Scholar
• WinZin, W., Akiyuki Kawasaki, Georg Hörmann, Ralph Allen Acierto, Zin Mar Lar Tin San, and Aye Myat Thu. 2020. “Multivariate Flood Loss Estimation of the 2018 Bago Flood in Myanmar.” Journal of Disaster Research 15 (3): 300–311. doi:10.20965/jdr.2020.p0300.
   Web of Science ®Google Scholar
• Zeleňáková, Martina, Lenka Gaňová, and Daniel Constantin Diaconu. 2020. Flood Damage Assessment and Management. Vol. 94. Water Science and Technology Library Book Series. Springer.
   Google Scholar