Towards effective sustainable disaster management approach: How sustainable solutions mitigate hurricanes and tropical cyclones negative impact. Case studies from: USA, China, Oman, and UAE

Amal Mubarak Obaid Alhidi

doi:10.52428/20758944.v20i56.1188

Authors

Obaid Alhidi Amal Mubarak University of International Business and Economics, China.

DOI:

https://doi.org/10.52428/20758944.v20i56.1188

Keywords:

Climate change, Disaster management, Hurricanes, Sustainable solutions, Tropical cyclones

Abstract

As communities worldwide confront increasingly severe climate related emergencies, there is an urgent need to move beyond traditional crisis response strategies and adopt sustainable solutions to mitigate the impact of natural disasters. Focusing on hurricanes and tropical cyclones, this study examines their profound effects on the environment, infrastructure, economy, and human lives, utilizing the systematically reviews of 84 articles, reports, and researchers. The study aims to delve in existing evidence regarding the social and economic risks these disasters pose. The research highlighted the critical role of integrating sustainable solutions into disaster management to achieve environmental, economic, and social benefits.
Case studies from the USA, China, Oman, and the UAE demonstrated that adopting green practices such as renewable energy, nature-based solutions, and circular economy principles enhance resilience and recovery. Early warning systems and public education, as implemented in China and the UAE, have significantly reduced disaster fatalities. Also, nature-based strategies like reforestation and wetland restoration mitigate floods and landslides while strengthening ecosystems. The study adds to existing crisis management research by identifying strategies for survival and resilience against climate change impacts. The findings also align with previous studies on climate change effects and offer actionable recommendations for policymakers and governments to enhance disaster mitigation efforts. The proposed strategies provide valuable tools to reduce disaster risks both during and after their occurrence.

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References

Abbass, K., Qasim, M. Z., Song, H., Murshed, M., Mahmood, H., Younis, I. (2022). A review of the global climate change impacts, adaptation, and sustainable mitigation measures. Environmental Science and Pollution Research, 29, 42539-42559.

https://doi.org/10.1007/s11356-022-19718-6

PMid:35378646 PMCid:PMC8978769

Adger, W. N., Arnell, N. W., Tompkins, E. L. (2005). Successful adaptation to climate change across scales. Global Environmental Change, 15(2), 77-86. https://doi.org/10.1016/j.gloenvcha.2005.01.003

Aguirre-Ayerbe, I., Merino, M., Aye, S. L., Dissanayake, R., Shadiya, F., Lopez, C. M. (2020). An evaluation of availability and adequacy of Multi-Hazard Early Warning Systems in Asian countries: A baseline study. International Journal of Disaster Risk Reduction, 49, 101749.

https://doi.org/10.1016/j.ijdrr.2020.101749

Ahmed, M., Choudri, B. S. (2012). Climate change in Oman: Current knowledge and the way forward. Education, Business and Society: Contemporary Middle Eastern Issues, 5(4), 228-236. https://doi.org/10.1108/17537981211284416

Al Habsi, J., al Kalbani, A. (2023). Building climate-resilient supply chains in Oman: Challenges, Strategies, and Best Practices. Journal of Engineering Research (2307-1877).

Al-Awadhi, T., Charabi, Y., Choudri, B. S. (2019). Pathways for building urban resilience to climate change in Oman. Development in Practice, 29(5), 594-605. https://doi.org/10.1080/09614524.2019.1593320

Almazroui, M., Khalid, M. S., Islam, M. N., Rehman, S., Sajjad, H. (2020). Seasonal and regional changes in temperature projections over the Arabian Peninsula based on the CMIP5 Multi-Model ensemble dataset. Atmospheric Research, 239, 104913.

https://doi.org/10.1016/j.atmosres.2020.104913

Almulhim, A. I., Al Kafy, A., Ferdous, M. N., Fattah, M. A., Morshed, S. R. (2024). Harnessing urban analytics and machine learning for sustainable urban development: A multidimensional framework for modeling environmental impacts of urbanization in Saudi Arabia. Journal of Environmental Management, 357, 120705. https://doi.org/10.1016/j.jenvman.2024.120705

PMid:38569264

Alruheili, A. (2017). An approach to resilient strategic planning in the face of climate change: A case study of Oman (Doctoral dissertation, UC Berkeley).

Aros-Vera, F., Gillian, S., Rehmar, A., Rehmar, L. (2021). Increasing the resilience of critical infrastructure networks through the strategic location of microgrids: A case study of Hurricane Maria in Puerto Rico. International Journal of Disaster Risk Reduction, 55, 102055.

https://doi.org/10.1016/j.ijdrr.2021.102055

Bakkensen, L., Blair, L. (2022). The economics of tropical cyclone adaptation. In Handbook of Behavioral Economics and Climate Change (pp. 33-62). https://doi.org/10.4337/9781800880740.00008

Banan-Dallalian, M., Shokatian-Beiragh, M., Golshani, A., Mojtahedi, A., Lotfollahi-Yaghin, M. A., Akib, S. (2021). Study of the effect of an environmentally friendly flood risk reduction approach on the Oman coastlines during the Gonu tropical cyclone (Case study: The coastline of Sur). Engineering, 2(2), 141-155. https://doi.org/10.3390/eng2020010

Bayulken, B., Huisingh, D., Fisher, P. M. J. (2021). How are nature-based solutions helping in the greening of cities in the context of crises such as climate change and pandemics? A comprehensive review. Journal of Cleaner Production, 288, 125569.

https://doi.org/10.1016/j.jclepro.2020.125569

BBC, 2019. Cyclone Idai: Mozambique president says 1,000 may have died. https://www.bbc.com/news/world-africa-47609676

Beraud, C. P. C., Kelly, D. M. (2022). Developing tropical cyclone simulation in Oman. In S. E. Bourban, C. T. Pham, P. Tassi, J.-P. Argaud, T. Fouquet, K. El Kadi Abderrezzak, M. Gonzales de Linares, R. Kopmann, & J. H. Vidal Hurtado (Eds.), Proceedings of the XXVIIIth TELEMAC User Conference, 18-19 October 2022 (pp. 109-114). EDF Direction Recherche et Développement.

Brown, C. E., Alvarez, S., Eluru, N., & Huang, A. (2021). The economic impacts of tropical cyclones on a mature destination, Florida, USA. Journal of Destination Marketing & Management, 20, 100562. https://doi.org/10.1016/j.jdmm.2021.100562

Cai, J., Zhang, L., Dong, J., Dong, X. (2022). Detection and characterization of slow-moving landslides in the 2017 Jiuzhaigou earthquake area by combining satellite SAR observations and airborne Lidar DSM. Engineering Geology, 305(1-2), 106730.

https://doi.org/10.1016/j.enggeo.2022.106730

Cai, L., Li, Y., Chen, M., Zou, Z. (2020). Tropical cyclone risk assessment for China at the provincial level based on clustering analysis. Geomatics, Natural Hazards and Risk, 11(1), 869-886. https://doi.org/10.1080/19475705.2020.1753823

Center for Disaster Philanthropy. (2024). 2024 Atlantic hurricane season. https://disasterphilanthropy.org/disasters/2024-atlantic-hurricane-season/?gad_source=1&gclid=CjwKCAiA3Na5BhAZEiwAzrfagEmGxV786yyZSQFCBi0gQ_OauJo50lgANuqTdO88rPJ6TWGKaJ_DyBoCHwMQAvD_BwE

Chou, J., Dong, W., Tu, G., Xu, Y. (2020). Spatiotemporal distribution of landing tropical cyclones and disaster impact analysis in coastal China during 1990-2016. Physics and Chemistry of the Earth, Parts A/B/C, 115, 102830. https://doi.org/10.1016/j.pce.2019.102830

Fawzy, S., Osman, A. I., Doran, J., Rooney, D. W. (2020). Strategies for mitigation of climate change: a review. Environmental Chemistry Letters, 18, 2069-2094.Abid, S. K., Sulaiman, N., Chan, S. W., Nazir, U., Abid. https://doi.org/10.1007/s10311-020-01059-w

Feehan, C. J., Filbee-Dexter, K., Thomsen, M. S., Wernberg, T., Miles, T. (2024). Ecosystem damage by increasing

Food and Agriculture Organization (FAO). (2021). The impact of disasters and crises on agriculture and food security: 2021. Rome.

https://doi.org/10.4060/cb3673en

Forster, P. M., Smith, C. J., Walsh, T., Lamb, W. F., Lamboll, R., Hauser, M., Zhai, P. (2023). Indicators of Global Climate Change 2022: annual update of large-scale indicators of the state of the climate system and human influence. Earth System Science Data, 15(6), 2295-2327. https://doi.org/10.5194/essd-15-2295-2023

Green Climate Fund. (2022). Enhancing the national adaptation plan process for the Sultanate of Oman. https://www.greenclimate.fund/document/enhancing-national-adaptation-plan-process-sultanate-oman

Greve, A. I. (2016). Sustainable development, climate change adaptation and disaster management. Sustainable development and disaster risk reduction, 13-36. https://doi.org/10.1007/978-4-431-55078-5_2

He, J.F., Guan, J., & Zhang, W.H. (2014). Land use change and deforestation on the Loess Plateau. In Restoration and Development of the Degraded Loess Plateau, China (pp. 111-120). Springer. https://doi.org/10.1007/978-4-431-54481-4_8

Hill, A. C. (2024). What Hurricane Milton's damage says about climate preparedness. Council on Foreign Relations. https://www.cfr.org/expert-brief/what-hurricane-miltons-damage-says-about-climate-preparedness

Humanitarian Aid. (2022). UN marks anniversary of devastating 2010 Haiti earthquake. United Nations News. https://news.un.org/en/story/2022/01/1109632

Intergovernmental Panel on Climate Change. (2021). Chapter 11: Weather and climate extreme events in a changing climate. In V. Masson-Delmotte, P.

International Federation of Red Cross and Red Crescent Societies. (2024). Defining disaster. In The disaster management cycle: 5 key stages. UCF Online. https://www.ucf.edu/online/leadership-management/news/the-disaster-management-cycle/#:~:text=Emergency%20management%2C%20also%20referred%20to,which%20comprises%20five%20crucial%20stages

International Institute for Sustainable Development. (2024). Sustainable development. IISO.https://www.iisd.org/mission-and-goals/sustainable-development

International Renewable Energy Agency. (2023). World energy transitions outlook 2023: 1.5°C pathway. https://www.irena.org/Publications/2023/Jun/World-Energy-Transitions-Outlook-2023

International Strategy for Disaster Reduction. (2007). UN International Strategy for Disaster Reduction (UNISDR). https://sdgs.un.org/statements/un-international-strategy-disaster-reduction-unisdr-8377

Jain, H. (2024). Leveraging geo-computational innovations for sustainable disaster management to enhance flood resilience. Discover Geoscience, 2, Article 33. https://doi.org/10.1007/s44288-024-00042-0

Jones, C. (2024). Nationwide campaign for disaster and emergency preparedness in Oman. Health and Safety International. https://www.healthandsafetyinternational.com/article/1872457/nationwide-campaign-disaster-emergency-preparedness-oman

Kabir, M., Habiba, U. E., Khan, W., Shah, A., Rahim, S., De los Rios-Escalante, P. R., Farooqi, Z.-U.-R., Ali, L., Shafiq, M. (2023). Climate change due to increasing concentration of carbon dioxide and its impacts on the environment in the 21st century: A mini review. Journal of King Saud University - Science, 35(5), 102693. https://doi.org/10.1016/j.jksus.2023.102693

Knutson, T. R., McBride, J. L., Chan, J., Emanuel, K., Holland, G., Landsea, C., Sugi, M. (2010). Tropical cyclones and climate change. Nature geoscience, 3(3), 157-163. https://doi.org/10.1038/ngeo779

Lai, Y., Li, J., Gu, X., Chen, Y. D., Kong, D., Gan, T. Y., Wu, G. (2020). Greater flood risks in response to slowdown of tropical cyclones over the coast of China. Proceedings of the National Academy of Sciences, 117(26), 14751-14755. https://doi.org/10.1073/pnas.1918987117

PMid:32541031 PMCid:PMC7334564

Lang, C., Ryder, J. D. (2016). The effect of tropical cyclones on climate change engagement. Climatic change, 135, 625-638.

https://doi.org/10.1007/s10584-015-1590-0

Lau, Y. Y., Yip, T. L., Dulebenets, M. A., Tang, Y. M., Kawasaki, T. (2022). A review of historical changes of tropical and extra-tropical cyclones: A comparative analysis of the United States, Europe, and Asia. International Journal of Environmental Research and Public Health, 19(8), 4499. https://doi.org/10.3390/ijerph19084499

PMid:35457374 PMCid:PMC9029545

Leal Filho, W. et al. (2022). Deploying artificial intelligence for climate change adaptation. Technological Forecasting and Social Change, 180, 121662. https://doi.org/10.1016/j.techfore.2022.121662

Li, J., Bao, Q., Liu, Y., Wang, L., Yang, J., Wu, G., Shen, Z. (2021). Effect of horizontal resolution on the simulation of tropical cyclones in the Chinese Academy of Sciences FGOALS-f3 climate system model. Geoscientific Model Development, 14(10), 6113-6133.

https://doi.org/10.5194/gmd-14-6113-2021

Li, J., Bao, Q., Liu, Y., Wu, G., Wang, L., He, B., Li, J. (2019). Evaluation of FAMIL2 in simulating the climatology and seasonal‐to‐interannual variability of tropical cyclone characteristics. Journal of Advances in Modeling Earth Systems, 11(4), 1117-1136.

https://doi.org/10.1029/2018MS001506

Han, H. et al. (2021). Toward an integrated disaster management approach: how artificial intelligence can boost disaster management. Sustainability, 13(22), 12560. https://doi.org/10.3390/su132212560

Mansour, S., Darby, S., Leyland, J., Atkinson, P. M. (2021). Geospatial modeling of tropical cyclone risk along the northeast coast of Oman: Marine hazard mitigation and management policies. Marine Policy, 129, 104544. https://doi.org/10.1016/j.marpol.2021.104544

McAllister, S. (2023). There could be 1.2 billion climate refugees by 2050. Here's what you need to know. Climate Change. https://www.zurich.com/media/magazine/2022/there-could-be-1-2-billion-climate-refugees-by-2050-here-s-what-you-need-to-know.

Meer, M. S., Mishra, A. & K., Nagaraju, V. (2024). Investigation of meteorological characteristics of tropical super cyclone Shaheen: Insights from high-resolution satellite observations. Journal of the Indian Society of Remote Sensing, 1-11.

https://doi.org/10.1007/s12524-024-01857-7

Meng, C., Xu, W., Qiao, Y., Liao, X., Qin, L. (2021). Quantitative risk assessment of population affected by tropical cyclones through joint consideration of extreme precipitation and strong wind-A case study of Hainan province. Earth's Future, 9(12), e2021EF002365.

https://doi.org/10.1029/2021EF002365

Mikhaylov, A., Moiseev, N., Aleshin, K., Burkhardt, T. (2020). Global climate change and greenhouse effect. Entrepreneurship and Sustainability Issues, 7(4), 2897. https://doi.org/10.9770/jesi.2020.7.4(21)

Molua, E. L., Mendelsohn, R. O., & Akamin, A. (2020). Economic vulnerability to tropical storms on the southeastern coast of Africa. Jàmbá: Journal of Disaster Risk Studies, 12(1), 1-14. https://doi.org/10.4102/jamba.v12i1.676

PMid:33240464 PMCid:PMC7669996

Mukherjee, P., Ramakrishnan, B. (2023). Investigation of unique Arabian Sea tropical cyclone with GPU-based WRF model: A case study of Shaheen. Journal of Atmospheric and Solar-Terrestrial Physics, 246, 106052.

https://doi.org/10.1016/j.jastp.2023.106052

National Oceanic and Atmospheric Administration. (2017). Historical maps and charts [Audio podcast]. National Ocean Service. https://oceanservice.noaa.gov/podcast/july17/nop08-historical-maps-charts.html.

Niu, Y., Touma, D., Ting, M., Camargo, S. J., Chen, R. (2022). Assessing heavy precipitation risk associated with tropical cyclones in China. Journal of Applied Meteorology and Climatology, 61(5), 577-591. https://doi.org/10.1175/JAMC-D-21-0166.1

NOAA National Centers for Environmental Information (NCEI). (2024). U.S. Billion-dollar weather and climate disasters. https://www.ncei.noaa.gov/access/billions/, https://doi.org/10.25921/stkw-7w73

NOAA's Atlantic Oceanographic and Meteorological Laboratory. (2024). HURDAT comparison table. https://www.aoml.noaa.gov/hrd/hurdat/comparison_table.htmlOuyang

Y., Grace, J. M., Parajuli, P. B., Caldwell, P. V. (2022). Impacts of multiple hurricanes and tropical storms on watershed hydrological processes in the Florida Panhandle. Climate, 10(3), 42. https://doi.org/10.3390/cli10030042

NYC Department of Environmental Protection. (2023). 2023 annual report: NYC green infrastructure. https://www.nyc.gov/assets/dep/downloads/pdf/water/stormwater/green-infrastructure/gi-annual-report-2023.pdf

Oliver-Smith, A. (2020). Hurricanes, climate change, and the social construction of risk. International Journal of Mass Emergencies & Disasters, 38(1), 1-12. https://doi.org/10.1177/028072702003800101

Olson, D. L., Wu, D. D. (2010). Earthquakes and risk management in China. Human and Ecological Risk Assessment: An International Journal, 16(3), 478-493. https://doi.org/10.1080/10807031003779898

Oxfam International. (2024). 5 natural disasters that beg for climate action. https://www.oxfam.org/en/5-natural-disasters-beg-climate-action

Padmaja, D. L., Tammali, S., Gajavelly, N., Reddy, K. S. (2022). A comparative study on natural disasters. In 2022 international conference on applied artificial intelligence and computing (ICAAIC) (pp. 1704-1709). IEEE. https://doi.org/10.1109/ICAAIC53929.2022.9793039

Paparella, F., Burt, J. A. (2023). Climate of the United Arab Emirates: Present, past, and impacts on life. In A natural history of the Emirates (pp. 65-94). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-37397-8_3

Powell, T. M., Yuma, P. J., Scott, J., Suarez, A., Morales, I., Vinton, M., Li, S. J. (2020). In the aftermath: The effects of hurricanes Harvey and Maria on the well-being of healthcare and social service providers. Traumatology, 26(3), 298. https://doi.org/10.1037/trm0000228

Sajjad, M., Chan, J. C. (2020). Tropical cyclone impacts on cities: A case of Hong Kong. Frontiers in Built Environment, 6, 575534.

https://doi.org/10.3389/fbuil.2020.575534

Schuenemann, T. (2021). Cyclones, spectacles, and citizenship: The politicization of natural disasters in the US and Oman.

Shultz, J. M., Russell, J., Espinel, Z. (2005). Epidemiology of tropical cyclones: the dynamics of disaster, disease, and development. Epidemiologic reviews, 27(1), 21-35. https://doi.org/10.1093/epirev/mxi011

PMid:15958424

Smiley, K. T., Noy, I., Wehner, M. F., Frame, D., Sampson, C. C., Wing, O. E. (2022). Social inequalities in climate change-attributed impacts of Hurricane Harvey. Nature communications, 13(1), 3418. https://doi.org/10.1038/s41467-022-31056-2

PMid:36008390 PMCid:PMC9411551

Studholme, J., Fedorov, A. V., Gulev, S. K., Emanuel, K., Hodges, K. (2022). Poleward expansion of tropical cyclone latitudes in warming climates. Nature Geoscience, 15(1), 14-28. https://doi.org/10.1038/s41561-021-00859-1

Stults, M. (2017). Integrating climate change into hazard mitigation planning: Opportunities and examples in practice. Climate Risk Management, 17, 21-34. https://doi.org/10.1016/j.crm.2017.06.004

Sullivan, J. (2023, February 28). One is bad enough: Climate change raises the threat of multiple hurricanes. Princeton University, Andlinger Center for Energy and the Environment. https://acee.princeton.edu/acee-news/one-is-bad-enough-climate-change-raises-the-threat-of-multiple-hurricanes/

Terry, J., Al Ruheili, A., Boldi, R., Gienko, G., Stahl, H. (2022). Cyclone Shaheen: the exceptional tropical cyclone of October 2021 in the Gulf of Oman. Weather, 77(4), 99-105. https://doi.org/10.1002/wea.4193

The World Bank Group. (2007). Restoring China's Loess Plateau. https://www.worldbank.org/en/news/feature/2007/03/15/restoring-chinas-loess-plateau

Times News Service. (2023). Oman's early warning system helps in minimizing damages. Times of Oman. https://timesofoman.com/article/137689-omans-early-warning-system-helps-in-minimising-damages

Trogrlić, R., van den Homberg, M., Budimir, M., McQuistan, C., Sneddon, Golding, B. (2022). Early warning systems and their role in disaster risk reduction. In B. Golding (Ed.), Towards the "perfect" weather warning (pp. 11-46). Springer.

https://doi.org/10.1007/978-3-030-98989-7_2

Tulane University. (2021). What is disaster management? Understanding emergencies from prevention to mitigation. https://publichealth.tulane.edu/blog/what-is-disaster-management/

University of Central Florida. (2024). The disaster management cycle: 5 key stages & how leaders can help prepare. https://www.ucf.edu/online/leadership-management/news/the-disaster-management-cycle/#:~:text=Emergency%20management%2C%20also%20referred%20to,which%20comprises%20five%20crucial%20stages

Vernick, D. (2024). Is climate change increasing the risk of disasters? Facts about floods, fires, hurricanes, and tornadoes. World Wildlife Fund. https://www.worldwildlife.org/stories/is-climate-change-increasing-the-risk-of-disasters

Waddell, S. L., Jayaweera, D. T., Mirsaeidi, M., Beier, J. C., Kumar, N. (2021). Perspectives on the health effects of hurricanes: A review and challenges. International Journal of Environmental Research and Public Health, 18(5), 2756. https://doi.org/10.3390/ijerph18052756

PMid:33803162 PMCid:PMC7967478

Walsh, K. J., McBride, J. L., Klotzbach, P. J., Balachandran, S., Camargo, S. J., Holland, G., Sugi, M. (2016). Tropical cyclones and climate change. Wiley Interdisciplinary Reviews: Climate Change, 7(1), 65-89. https://doi.org/10.1002/wcc.371

Wang, K., Yang, Y., Reniers, G., Huang, Q. (2021). A study into the spatiotemporal distribution of typhoon storm surge disasters in China. Natural Hazards, 108, 1237-1256. https://doi.org/10.1007/s11069-021-04730-9

Wang, P., Yang, Y., Xue, D., Qu, Y., Tang, J., Leung, L. R., Liao, H. (2023). Increasing compound hazards of tropical cyclones and heatwaves over southeastern coast of China under climate warming. Journal of Climate, 36(7), 2243-2257. https://doi.org/10.1175/JCLI-D-22-0279.1

Wendler-Bosco, V., & Nicholson, C. (2022). Modeling the economic impact of incoming tropical cyclones using machine learning. Natural Hazards, 110(1), 487-518. https://doi.org/10.1007/s11069-021-04955-8

World Health Organization. (2024). Tropical cyclones. WHO.https://www.who.int/health-topics/tropical-cyclones#tab=tab_1

https://doi.org/10.1016/B978-0-44-313449-4.00009-6

World Meteorological Organization (WMO). (2021). Weather-related disasters increase over past 50 years, causing more damage but fewer deaths. https://wmo.int/media/news/weather-related-disasters-increase-over-past-50-years-causing-more-damage-fewer-deaths

World Meteorological Organization. (2024, March 19). Climate change indicators reached record levels in 2023: WMO. https://wmo.int/news/media-centre/climate-change-indicators-reached-record-levels-2023-wmo

World Meteorological Organization. (2024). Tropical cyclone. https://wmo.int/topics/tropical-cyclone

Young, R., Hsiang, S. (2024). Mortality caused by tropical cyclones in the United States. Nature, 1-8. https://doi.org/10.1038/s41586-024-07945-5

PMid:39358513 PMCid:PMC11541193

Yuhan, J., Wang, D. C., Canada, A., Schwartz, J. (2021). Growth after trauma: The role of self-compassion following Hurricane Harvey. Trauma Care, 1, 119-129. https://doi.org/10.3390/traumacare1020011

Zhai, A. Pirani, S.L. Connors, C. Péan, S. Berger, N. Caud, Y. Chen, L. Goldfarb, M.I. Gomis, M. Huang, K. Leitzell, E. Lonnoy, J.B.R. Matthews, T.K. Maycock, T. Waterfield, O. Yelekçi, R. Yu, & B. Zhou (Eds.), Climate change 2021: The physical science basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (pp. 1513-1766). Cambridge University Press. https://www.ipcc.ch/report/ar6/wg1/chapter/chapter-11/

Zhang, C., Yin, K., Shi, X., & Yan, X. (2021). Risk assessment for typhoon storm surges using geospatial techniques for the coastal areas of Guangdong, China. Ocean & Coastal Management, 213, 105880. https://doi.org/10.1016/j.ocecoaman.2021.105880