Satellite imaging reveals increased proportion of population exposed to floods

Citations

Cited by:

1. José Vladimir Morales-Ruano & Maximino Reyes-Umaña & Francisco Rubén Sandoval-Vázquez & Hilda Janet Arellano-Wences & Justiniano González-González & Columba Rodríguez-Alviso, 2022. "Flood Susceptibility in the Lower Course of the Coyuca River, Mexico: A Multi-Criteria Decision Analysis Model," Sustainability, MDPI, vol. 14(19), pages 1-24, October.
2. Yixiang Zhu & Cheng He & Jovine Bachwenkizi & Zafar Fatmi & Lu Zhou & Jian Lei & Cong Liu & Haidong Kan & Renjie Chen, 2024. "Burden of infant mortality associated with flood in 37 African countries," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
3. Hong Ngoc Nguyen & Hiroatsu Fukuda & Minh Nguyet Nguyen, 2024. "Assessment of the Susceptibility of Urban Flooding Using GIS with an Analytical Hierarchy Process in Hanoi, Vietnam," Sustainability, MDPI, vol. 16(10), pages 1-24, May.
4. Changchun Peng & Zhijun Xie & Xing Jin, 2024. "Using Ensemble Learning for Remote Sensing Inversion of Water Quality Parameters in Poyang Lake," Sustainability, MDPI, vol. 16(8), pages 1-19, April.
5. Oluwatofunmi Deborah Aribisala & Sang-Guk Yum & Manik Das Adhikari & Moon-Soo Song, 2022. "Flood Damage Assessment: A Review of Microscale Methodologies for Residential Buildings," Sustainability, MDPI, vol. 14(21), pages 1-24, October.
6. Maruyama Rentschler,Jun Erik & Avner,Paolo & Marconcini,Mattia & Su,Rui & Strano,Emanuele & Bernard,Louise Alice Karine & Riom,Capucine Anne Veronique & Hallegatte,Stephane, 2022. "Rapid Urban Growth in Flood Zones : Global Evidence since 1985," Policy Research Working Paper Series 10014, The World Bank.
7. Mercio Cerbaro & Stephen Morse & Richard Murphy & Sarah Middlemiss & Dimitrios Michelakis, 2022. "Assessing Urban Vulnerability to Flooding: A Framework to Measure Resilience Using Remote Sensing Approaches," Sustainability, MDPI, vol. 14(4), pages 1-22, February.
8. Pollack, Adam & Santamaria-Aguilar, Sara & Maduwantha, Pravin & Helgeson, Casey & Wahl, Thomas & Keller, Klaus, 2024. "Funding rules that promote equity in climate adaptation outcomes," OSF Preprints 6ewmu, Center for Open Science.
9. Menghua Deng & Zhiqi Li & Feifei Tao, 2022. "Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China," IJERPH, MDPI, vol. 19(15), pages 1-16, August.
10. Xu, Yilan & Huang, Yi, 2022. "Does climate change news inform flood insurance take?," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322178, Agricultural and Applied Economics Association.
11. Caisu Meng & Hailiang Jin, 2023. "A Comparison of Machine Learning Models for Predicting Flood Susceptibility Based on the Enhanced NHAND Method," Sustainability, MDPI, vol. 15(20), pages 1-22, October.
12. Mo Wang & Xiaoping Fu & Dongqing Zhang & Siwei Lou & Jianjun Li & Furong Chen & Shan Li & Soon Keat Tan, 2023. "Urban agglomeration waterlogging hazard exposure assessment based on an integrated Naive Bayes classifier and complex network analysis," 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. 118(3), pages 2173-2197, September.
13. A. Patrick Behrer & Jonah Matthew Rexer & Siddharth Sharma & Margaret Triyana, 2024. "Household and Firm Exposure to Heat and Floods in South Asia," Policy Research Working Paper Series 10947, The World Bank.
14. Jun Rentschler & Paolo Avner & Mattia Marconcini & Rui Su & Emanuele Strano & Stephane Hallegatte & Louise Bernard & Capucine Riom & Paolo Avner, 2022. "Rapid Urban Growth in Flood Zones," World Bank Publications - Reports 37348, The World Bank Group.
15. Song Yao & Guoping Huang & Zihan Chen, 2024. "Evaluation of urban flood adaptability based on the InVEST model and GIS: A case study of New York City, USA," 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. 120(12), pages 11063-11082, September.
16. Butros M. Dahu & Khuder Alaboud & Avis Anya Nowbuth & Hunter M. Puckett & Grant J. Scott & Lincoln R. Sheets, 2023. "The Role of Remote Sensing and Geospatial Analysis for Understanding COVID-19 Population Severity: A Systematic Review," IJERPH, MDPI, vol. 20(5), pages 1-15, February.
17. Weibin Lin & Yimin Sun & Steffen Nijhuis, 2024. "Comparison of Compact and Decentralized Urban Development Pathways for Flood Mitigation in Urbanizing Deltas—Guangzhou in the Pearl River Delta as a Case Study," Land, MDPI, vol. 13(3), pages 1-22, March.
18. Violet Kanyiginya & Ronald Twongyirwe & David Mubiru & Caroline Michellier & Mercy Gloria Ashepet & Grace Kagoro-Rugunda & Matthieu Kervyn & Olivier Dewitte, 2025. "Historicizing Natural Hazards and Human-Induced Landscape Transformation in a Tropical Mountainous Environment in Africa: Narratives from Elderly Citizens," Land, MDPI, vol. 14(2), pages 1-33, February.
19. Yuyan Fan & Haijun Yu & Sijing He & Chengguang Lai & Xiangyang Li & Xiaotian Jiang, 2024. "The Mitigating Efficacy of Multi-Functional Storage Spaces in Alleviating Urban Floods across Diverse Rainfall Scenarios," Sustainability, MDPI, vol. 16(15), pages 1-18, July.
20. Chao Li & Xing Su & Chao Fan & Jun Wang & Xiangyu Wang, 2025. "A Sustainable Circular Framework for Financing Infrastructure Climate Adaptation: Integrated Carbon Markets," Papers 2501.08004, arXiv.org, revised Feb 2025.
21. Yi Pan & Qiqi Yuan & Jinsong Ma & Lachun Wang, 2022. "Improved Daily Spatial Precipitation Estimation by Merging Multi-Source Precipitation Data Based on the Geographically Weighted Regression Method: A Case Study of Taihu Lake Basin, China," IJERPH, MDPI, vol. 19(21), pages 1-18, October.
22. Caroline Taylor & Tom R. Robinson & Stuart Dunning & J. Rachel Carr & Matthew Westoby, 2023. "Glacial lake outburst floods threaten millions globally," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
23. Axel Risling & Sara Lindersson & Luigia Brandimarte, 2024. "A comparison of global flood models using Sentinel-1 and a change detection approach," 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. 120(12), pages 11133-11152, September.
24. Ismail Jesna & Cicily Kurian & S. M. Bhallamudi & K. P. Sudheer, 2024. "A new framework integrating flood inundation modeling and multicriteria decision-making for enhanced flood risk mapping," 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. 120(14), pages 13309-13329, November.
25. Kornelia Przestrzelska & Katarzyna Wartalska & Weronika Rosińska & Jakub Jurasz & Bartosz Kaźmierczak, 2024. "Climate Resilient Cities: A Review of Blue-Green Solutions Worldwide," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 38(15), pages 5885-5910, December.
26. Cheng He & Yixiang Zhu & Lu Zhou & Jovine Bachwenkizi & Alexandra Schneider & Renjie Chen & Haidong Kan, 2024. "Flood exposure and pregnancy loss in 33 developing countries," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
27. Sean Fox & Felix Agyemang & Laurence Hawker & Jeffrey Neal, 2024. "Integrating social vulnerability into high-resolution global flood risk mapping," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
28. Hemal Dey & Wanyun Shao & Hamid Moradkhani & Barry D. Keim & Brad G. Peter, 2024. "Urban flood susceptibility mapping using frequency ratio and multiple decision tree-based machine learning models," 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. 120(11), pages 10365-10393, September.
29. Samoray, Christopher & Hino, Miyuki & Siders, A.R. & Agopian, Armen & Mach, Katharine J., 2024. "Housing amenity and affordability shape floodplain development," Land Use Policy, Elsevier, vol. 144(C).
30. Xuehui Pi & Qiuqi Luo & Lian Feng & Yang Xu & Jing Tang & Xiuyu Liang & Enze Ma & Ran Cheng & Rasmus Fensholt & Martin Brandt & Xiaobin Cai & Luke Gibson & Junguo Liu & Chunmiao Zheng & Weifeng Li & B, 2022. "Mapping global lake dynamics reveals the emerging roles of small lakes," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
31. Jeffrey D. Michler & Dewan Abdullah Al Rafi & Jonathan Giezendanner & Anna Josephson & Valerien O. Pede & Elizabeth Tellman, 2024. "Impact Evaluations in Data Poor Settings: The Case of Stress-Tolerant Rice Varieties in Bangladesh," Papers 2409.02201, arXiv.org.
32. Breanne K Langlois & Aliya Magnuson & Timothy Griffin & Erin Coughlan de Perez & Elena Naumova & Magaly Koch, 2024. "A framework and pilot study for assessing usability of flood data portals for interdisciplinary research," PLOS Climate, Public Library of Science, vol. 3(11), pages 1-20, November.
33. Yiping Wu & Xiaowei Yin & Guoyi Zhou & L. Adrian Bruijnzeel & Aiguo Dai & Fan Wang & Pierre Gentine & Guangchuang Zhang & Yanni Song & Decheng Zhou, 2024. "Rising rainfall intensity induces spatially divergent hydrological changes within a large river basin," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
34. Héctor Leopoldo Venegas-Quiñones & Pablo García-Chevesich & Rodrigo Valdés-Pineda & Ty P. A. Ferré & Hoshin Gupta & Derek Groenendyk & Juan B. Valdés & John E. McCray & Laura Bakkensen, 2024. "Creating Sustainable Flood Maps Using Machine Learning and Free Remote Sensing Data in Unmapped Areas," Sustainability, MDPI, vol. 16(20), pages 1-17, October.
35. Ying Wang & Qiang Zhang, 2024. "Distribution characteristics of drought and flood hazards in northern China against the background of climate warming," 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. 120(7), pages 5987-6009, May.
36. Pallavi Tomar & Suraj Kumar Singh & Shruti Kanga & Gowhar Meraj & Nikola Kranjčić & Bojan Đurin & Amitanshu Pattanaik, 2021. "GIS-Based Urban Flood Risk Assessment and Management—A Case Study of Delhi National Capital Territory (NCT), India," Sustainability, MDPI, vol. 13(22), pages 1-20, November.
37. S. N. Jonkman & A. Curran & L. M. Bouwer, 2024. "Floods have become less deadly: an analysis of global flood fatalities 1975–2022," 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. 120(7), pages 6327-6342, May.
38. Li, Yuheng & Gao, Guangya & Wen, Jiuyao & Zhao, Ning & Du, Guoming & Stanny, Monika, 2025. "The measurement of agricultural disaster vulnerability in China and implications for land-supported agricultural resilience building," Land Use Policy, Elsevier, vol. 148(C).
39. Yating Chen & Xiao Cheng & Aobo Liu & Qingfeng Chen & Chengxin Wang, 2023. "Tracking lake drainage events and drained lake basin vegetation dynamics across the Arctic," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
40. Baosheng Li & Lei Zhou & Jianhuang Qin & Tianjun Zhou & Dake Chen & Shugui Hou & Raghu Murtugudde, 2023. "Middle east warming in spring enhances summer rainfall over Pakistan," Nature Communications, Nature, vol. 14(1), pages 1-7, December.
41. Jean Nsabimana & Sabine Henry & Aloys Ndayisenga & Désiré Kubwimana & Olivier Dewitte & François Kervyn & Caroline Michellier, 2023. "Geo-Hydrological Hazard Impacts, Vulnerability and Perception in Bujumbura (Burundi): A High-Resolution Field-Based Assessment in a Sprawling City," Land, MDPI, vol. 12(10), pages 1-26, October.
42. Phouratsamay, Siao-Leu & Scaparra, Maria Paola & Tran, Trung Hieu & Laporte, Gilbert, 2024. "Strategic flood impact mitigation in developing countries’ urban road networks: Application to Hanoi," European Journal of Operational Research, Elsevier, vol. 319(3), pages 862-876.
43. Yongshuai Liang & Weihong Liao & Hao Wang, 2025. "Efficient Urban Flooding Management: A Multi-Physical-Process-Oriented Flood Modelling and Analysis Method," Sustainability, MDPI, vol. 17(3), pages 1-21, January.
44. Lu Peng & Zhihui Li, 2021. "Ensemble Flood Risk Assessment in the Yangtze River Economic Belt under CMIP6 SSP-RCP Scenarios," Sustainability, MDPI, vol. 13(21), pages 1-17, November.
45. Jian Sun & Guangchen Zhang & Zhibo Cui & Ximan Kong & Xiaoyu Yu & Rui Gui & Yuqing Han & Zhuan Li & Hong Lang & Yuchen Hua & Xuemin Zhang & Quan Xu & Liang Tang & Zhengjin Xu & Dianrong Ma & Wenfu Che, 2022. "Regain flood adaptation in rice through a 14-3-3 protein OsGF14h," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
46. Zhenjie Liu & Jun Li & Haonan Chen & Lizhe Wang & Jun Yang & Antonio Plaza, 2024. "Prediction of changes in war-induced population and CO2 emissions in Ukraine using social media," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
47. Maureen Twiddy & Brendan Trump & Samuel Ramsden, 2022. "Understanding the long-term impact of flooding on the wellbeing of residents: A mixed methods study," PLOS ONE, Public Library of Science, vol. 17(9), pages 1-14, September.
48. Hongshi Xu & Kui Xu & Tianye Wang & Wanjie Xue, 2022. "Investigating Flood Risks of Rainfall and Storm Tides Affected by the Parameter Estimation Coupling Bivariate Statistics and Hydrodynamic Models in the Coastal City," IJERPH, MDPI, vol. 19(19), pages 1-18, October.
49. Jun Rentschler & Melda Salhab & Bramka Arga Jafino, 2022. "Flood exposure and poverty in 188 countries," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
50. Berlemann, Michael & Bumann, Silke & Methorst, Joel, 2024. "Do climate-related disasters cause dissatisfaction with environmental policies?," HWWI Working Paper Series 1/2024, Hamburg Institute of International Economics (HWWI).
51. Marcel Henkel, Eunjee Kwon, Pierre Magontier, 2022. "The Unintended Consequences of Post-Disaster Policies for Spatial Sorting," Diskussionsschriften credresearchpaper37, Universitaet Bern, Departement Volkswirtschaft - CRED.
52. Go Shimada, 2022. "The Impact of Climate-Change-Related Disasters on Africa’s Economic Growth, Agriculture, and Conflicts: Can Humanitarian Aid and Food Assistance Offset the Damage?," IJERPH, MDPI, vol. 19(1), pages 1-16, January.
53. Hameeda Sultan & Jinyan Zhan & Wajid Rashid & Xi Chu & Eve Bohnett, 2022. "Systematic Review of Multi-Dimensional Vulnerabilities in the Himalayas," IJERPH, MDPI, vol. 19(19), pages 1-20, September.
54. Alejandro H. Drexler & Ralf Meisenzahl, 2024. "Special issue on climate change and natural disasters," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 91(2), pages 255-261, June.
55. Duarte, Gabriela T. & Schuster, Richard & Edwards, Marc & Dallaire, Camille O. & Vári, Ágnes & Mitchell, Matthew G.E., 2024. "Flood prevention benefits provided by Canadian natural ecosystems," Ecosystem Services, Elsevier, vol. 70(C).
56. Xinxin Pan & Jingming Hou & Xujun Gao & Guangzhao Chen & Donglai Li & Muhammad Imran & Xinyi Li & Nan Yang & Menghua Ma & Xiaoping Zhou, 2025. "LSTM Model-Based Rapid Prediction Method of Urban Inundation with Rainfall Time Series," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 39(2), pages 661-688, January.
57. Xia, Linlin & Fu, Wenqi & Ke, Yuhan & Wang, Ruwei & Liang, Sai & Yang, Zhifeng, 2025. "China's economic restructuring helps improve land-use resilience of carbon metabolism: Evidences from three Chinese megacities," Applied Energy, Elsevier, vol. 377(PC).
58. Bojana Horvat & Nino Krvavica, 2023. "Disaggregation of the Copernicus Land Use/Land Cover (LULC) and Population Density Data to Fit Mesoscale Flood Risk Assessment Requirements in Partially Urbanized Catchments in Croatia," Land, MDPI, vol. 12(11), pages 1-22, November.
59. Shiyao Zhu & Haibo Feng & Qiuhu Shao, 2023. "Evaluating Urban Flood Resilience within the Social-Economic-Natural Complex Ecosystem: A Case Study of Cities in the Yangtze River Delta," Land, MDPI, vol. 12(6), pages 1-22, June.
60. William N. Rom, 2023. "Annals of Education: Teaching Climate Change and Global Public Health," IJERPH, MDPI, vol. 21(1), pages 1-16, December.
61. Yu Hao & Chen Wang & Chaolun Sun & Delin Liu, 2024. "Evaluation and Spatial–Temporal Pattern Evolution of Synergy Degree of Emergency Management for Urban Flood Disasters from the Perspective of Sustainable Development—The Case of Henan, China," Sustainability, MDPI, vol. 16(11), pages 1-19, June.
62. Justin S. Rogers & Marco P. Maneta & Stephan R. Sain & Luke E. Madaus & Joshua P. Hacker, 2025. "The role of climate and population change in global flood exposure and vulnerability," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
63. Alik Ismail-Zadeh, 2022. "Natural hazards and climate change are not drivers of disasters," 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. 111(2), pages 2147-2154, March.
64. Yating Peng & Bo Liu & Mengliang Zhou, 2022. "Sustainable Livelihoods in Rural Areas under the Shock of Climate Change: Evidence from China Labor-Force Dynamic Survey," Sustainability, MDPI, vol. 14(12), pages 1-21, June.