Aquaculture-planting system (APS) will enhance flood resilience and agricultural sustainability under global warming

Ziwei Lin , Tiezhu Shi , Chao Yang , Wei Ma

Geography and Sustainability ›› 2026, Vol. 7 ›› Issue (2) : 100436

PDF
Geography and Sustainability ›› 2026, Vol. 7 ›› Issue (2) :100436 DOI: 10.1016/j.geosus.2026.100436
Research Article
research-article
Aquaculture-planting system (APS) will enhance flood resilience and agricultural sustainability under global warming
Author information +
History +
PDF

Abstract

Climate change is intensifying extreme precipitation events and flooding, posing unprecedented challenges to agricultural sustainability. Here we evaluate a climate-adaptive agricultural innovation, the aquaculture-planting system implemented in China’s Jianghan Plain, by integrating multi-temporal Landsat imagery, long-term precipitation records, field-collected sediment samples, and socioeconomic statistics to assess its spatial-temporal expansion, flood resilience, ecological health, and economic performance. Over the past 30 years, this region has transformed 4,386 km² of flood-prone farmland into an integrated network of aquaculture zones that function as artificial wetlands, reaching a total area of 5,678 km² by 2023. Analysis of meteorological data reveals that extreme precipitation events now constitute 60 %-70 % of total summer rainfall in the region, up from 30 % in the 1960s. The aquaculture-planting system demonstrates remarkable flood resilience, with capacity to retain approximately 568 million cubic meters of floodwater. Moreover, the system yields significant economic benefits, generating combined net returns that significantly exceed traditional crop farming, with the aquaculture component alone yielding 63,000 CNY ha⁻¹ compared to traditional crop farming’s 25,200 CNY ha⁻¹. Sediment analysis shows that the system maintains ecological health through nutrient recycling while keeping heavy metal concentrations within safe limits. Our findings suggest that the aquaculture-planting system offers a viable model for flood-prone agricultural regions seeking to enhance climate resilience while promoting sustainable development.

Keywords

Climate change / Aquaculture / Circular economy / Climate adaptation pathways / Floods

Cite this article

Download citation ▾
Ziwei Lin, Tiezhu Shi, Chao Yang, Wei Ma. Aquaculture-planting system (APS) will enhance flood resilience and agricultural sustainability under global warming. Geography and Sustainability, 2026, 7(2): 100436 DOI:10.1016/j.geosus.2026.100436

登录浏览全文

4963

注册一个新账户 忘记密码

CRediT authorship contribution statement

Ziwei Lin: Writing - original draft, Visualization, Formal analysis, Data curation. Tiezhu Shi: Validation, Methodology, Formal analysis, Data curation, Conceptualization. Chao Yang: Validation, Software, Methodology, Investigation. Wei Ma: Investigation, Data curation, Conceptualization.

Declaration of competing interests

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

This work was supported by the Hainan Provincial Technical Innovation Program for Provincial Research Institutes (KYYS-2019-12).

Supplementary materials

Supplementary material associated with this article can be found, in the online version, at doi:10.1016/j.geosus.2026.100436.

References

[1]

Ahmed N., Ward J.D., Saint C.P., 2014. Can integrated aquaculture-agriculture (IAA) produce “more crop per drop ”? Food Secur. 6 (6), 767-779. doi: 10.1007/s12571-014-0394-9.

[2]

Al-Jumaily H.A., 2016. An evaluation performance of potential pollution of arsenic, chromium and cadmium in the road side soil of Kirkuk City, northern Iraq. J. Geosci. Environ. Prot. 4 (9), 80-94. doi: 10.4236/gep.2016.49007.

[3]

Anschell N., Salamanca A., 2021. Integrated agriculture-aquaculture systems for climate change adaptation, mitigation and new livelihood opportunities. ASEAN Climate-Smart Land Use Insight Brief 1. GIZ, Jakarta.

[4]

Arnold J.G., Allen P.M., Bernhardt G., 1993. A comprehensive surface-groundwater flow model. J. Hydrol. 142 (1-4), 47-69. doi: 10.1016/0022-1694(93)90004-S.

[5]

Awuor F.J., Macharia I.N., Mulwa R.M., 2023. Adoption and intensity of integrated agriculture aquaculture among smallholder fish farmers in Kenya. Front. Sustain. Food Syst. 7, 1181502. doi: 10.3389/fsufs.2023.1181502.

[6]

Brugère C., Ridler N., Haylor G., Macfadyen G., Hishamunda N., 2010. Aquaculture planning: Policy Formulation and Implementation For Sustainable Development. FAO, Rome.

[7]

Chen J.H., Chen F.H., Feng S., Huang W., Liu J.B., Zhou A.F., 2015. Hydroclimatic changes in China and surroundings during the medieval Climate Anomaly and Little Ice Age: spatial patterns and possible mechanisms. Quat. Sci. Rev. 107, 98-111. doi: 10.1016/j.quascirev.2014.10.012.

[8]

China National Environmental Monitoring Centre, 1990. Background Values of Soil Elements in China. China Environmental Science Press, Beijing (in Chinese).

[9]

De H.K., Saha G.S., Radheyshaym, 2013. Aquaculture field school to promote farmer-tofarmer extension. J. Glob. Commun. 6 (2), 77-85. doi: 10.5958/j.0976-2442.6.2.013.

[10]

Dey M.M., Spielman D.J., Haque A.B.M.M., Rahman M.S., Valmonte-Santos R., 2013. Change and diversity in smallholder rice-fish systems: recent evidence and policy lessons from Bangladesh. Food Policy 43, 108-117. doi: 10.1016/j.foodpol.2013.08.011.

[11]

Diao W.X., Yuan J.L., Jia R., Hou Y.R., Zhang L.Q., Li B., Zhu J., 2024. Integrated rice-fish culture alters the bacterioplankton community and its assembly processes. Fishes 9 (7), 254. doi: 10.3390/fishes9070254.

[12]

Ding Y.H., Liang P., Liu Y.J., Zhang Y.C., 2020. Multiscale variability of Meiyu and its prediction: a new review. J. Geophys. Res.: Atmos. 125 (7), e2019JD031496. doi: 10.1029/2019JD031496.

[13]

Dryden R., Anand M., Lehner B., Fluet-Chouinard E., 2021. Do we prioritize floodplains for development and farming? Mapping global dependence and exposure to inundation. Glob. Environ. Change 71, 102370. doi: 10.1016/j.gloenvcha.2021.102370.

[14]

Dysarz T., Marcinkowski P., Wicher-Dysarz J., Piniewski M.,Miros ł aw- Ś wi ątek, D., Kundzewicz, Z.W., 2025. Assessment of climate change impact on flood hazard zones. Water Resour. Manage. 39 (2), 963-977. doi: 10.1007/s11269-024-04002-8.

[15]

Edmonds D.A., Caldwell R.L., Brondizio E.S., Siani S.M.O., 2020. Coastal flooding will disproportionately impact people on river deltas. Nat. Commun. 11 (1), 4741. doi: 10.1038/s41467-020-18531-4.

[16]

Edwards P., 1993. Environmental issues in integrated agriculture-aquaculture and wastewater-fed fish culture systems. In: Pullin R.S.V., Rosenthal H., Maclean J.L. ( Environment and Aquaculture in Developing Countries.Eds.), ICLARM, Manila, pp. 139-170.

[17]

Ekolu J., Dieppois B., Sidibe M., Eden J.M., Tramblay Y., Villarini G., Peña- Angulo D., Mahé G., Paturel J.-E., Onyutha C., van de Wiel M., 2022. Longterm variability in hydrological droughts and floods in sub-Saharan Africa: new perspectives from a 65-year daily streamflow dataset. J. Hydrol. 613, 128359. doi: 10.1016/j.jhydrol.2022.128359.

[18]

Fang J.Y., Rao S., Zhao S.Q., 2005. Human-induced long-term changes in the lakes of the Jianghan Plain, central Yangtze. Front. Ecol. Environ. 3 (4), 186-192. doi: 10.1890/1540-9295(2005)003[0186:HLCITL]2.0.CO;2.

[19]

FAO, 2023. Integrated Flood Management for Resilient Agrifood Systems and Rural Development. FAO, Rome.

[20]

Frei M., Becker K., 2005. Integrated rice-fish culture: coupled production saves resources. Nat. Resour. Forum. 29 (2), 135-143. doi: 10.1111/j.1477-8947.2005.00122.x.

[21]

Gebru T., 2021. Integrated aquaculture with special reference to fish integration with animal husbandry to enhance production and productivity. J. Agric. Aquac. 3 (2), 1-6.

[22]

Han J.Y., Miao C.Y., Gou J.J., Zheng H.Y., Zhang Q., Guo X.Y., 2023. A new daily gridded precipitation dataset for the Chinese mainland based on gauge observations. Earth. Syst. Sci. Data 15 (7), 3147-3161. doi: 10.5194/essd-15-3147-2023.

[23]

Han J.C., Zhang Z., Xu J.L., Chen Y., Jägermeyr J., Cao J., Luo Y.C., Cheng F., Zhuang H.M., Wu H.Q., Mei Q.H., Song J., Tao F.L., 2024. Threat of low-frequency high-intensity floods to global cropland and crop yields. Nat. Sustain. 7 (8), 994-1006. doi: 10.1038/s41893-024-01375-x.

[24]

Haque A.B.M.M., Dey M.M., 2017. Impacts of community-based fish culture in seasonal floodplains on income, food security and employment in Bangladesh. Food Secur. 9 (1), 25-38. doi: 10.1007/s12571-016-0629-z.

[25]

Haralick R.M., Shanmugam K., Dinstein I., 1973. Textural features for image classification. IEEE Trans. Syst. Man Cybern. 3 (6), 610-621. doi: 10.1109/TSMC.1973.4309314.

[26]

Hasimuna O.J., Maulu S., Nawanzi K., Lundu B., Mphande J., Phiri C.J., Kikamba E., Siankwilimba E., Siavwapa S., Chibesa M., 2023. Integrated agriculture-aquaculture as an alternative to improving small-scale fish production in Zambia. Front. Sustain. Food Syst. 7, 1161121. doi: 10.3389/fsufs.2023.1161121.

[27]

Hayashi S., Murakami S., Xu K.-Q., Watanabe M., 2008. Effect of the Three Gorges Dam Project on flood control in the Dongting Lake area, China, in a 1998-type flood. J. Hydro-environ. Res. 2 (3), 148-163. doi: 10.1016/j.jher.2008.10.002.

[28]

He B.-R., Zhai P.-M., 2018. Changes in persistent and non-persistent extreme precipitation in China from 1961 to 2016. Adv. Clim. Change Res. 9 (3), 177-184. doi: 10.1016/j.accre.2018.08.002.

[29]

Hirabayashi Y., Mahendran R., Koirala S., Konoshima L., Yamazaki D., Watanabe S., Kim H., Kanae S., 2013. Global flood risk under climate change. Nat. Clim. Chang. 3 (9), 816-821. doi: 10.1038/nclimate1911.

[30]

Ionno A., Arsenault R., Troin M., Martel J.-L., Brissette F., 2024. Impacts of climate change on flood volumes over North American catchments. J. Hydrol. 630, 130688. doi: 10.1016/j.jhydrol.2024.130688.

[31]

Jalowska A.M., Yuan Y.P., 2019. Evaluation of SWAT impoundment modeling methods in water and sediment simulations. J. Am. Water. Resour. Assoc. 55 (1), 209-227. doi: 10.1111/1752-1688.12715.

[32]

Jongman B., Ward P.J., Aerts J.C.J.H., 2012. Global exposure to river and coastal flooding: long term trends and changes. Glob. Environ. Change 22 (4), 823-835. doi: 10.1016/j.gloenvcha.2012.07.004.

[33]

Kassie B.T., Rötter R.P., Hengsdijk H., Asseng S., Van Ittersum M.K., Kahiluoto H., van Keulen H., 2014. Climate variability and change in the Central Rift Valley of Ethiopia: challenges for rainfed crop production. J. Agric. Sci. 152 (1), 58-74. doi: 10.1017/S0021859612000986.

[34]

Kaur G., Singh G., Motavalli P.P., Nelson K.A., Orlowski J.M., Golden B.R., 2020. Impacts and management strategies for crop production in waterlogged or flooded soils: a review. Agron. J. 112 (3), 1475-1501. doi: 10.1002/agj2.20093.

[35]

Ke G., Meng Q., Finley T., Wang T., Chen W., Ma W., Ye Q., Liu T.-Y., 2017. LightGBM: a highly efficient gradient boosting decision tree. 31st International Conference on Neural Information Processing Systems.

[36]

Khan S., Naushad M., Lima E.C., Zhang S.X., Shaheen S.M., Rinklebe J., 2021. Global soil pollution by toxic elements: current status and future perspectives on the risk assessment and remediation strategies —a review. J. Hazard. Mater. 417, 126039. doi: 10.1016/j.jhazmat.2021.126039.

[37]

Kim W., Iizumi T., Hosokawa N., Tanoue M., Hirabayashi Y., 2023. Flood impacts on global crop production: advances and limitations. Environ. Res. Lett. 18 (5), 054007. doi: 10.1088/1748-9326/accd85.

[38]

Kloas W., Groß R., Baganz D., Graupner J., Monsees H., Schmidt U., Staaks G., Suhl J., Tschirner M., Wittstock B., Wuertz S., Zikova A., Rennert B., 2015. A new concept for aquaponic systems to improve sustainability, increase productivity, and reduce environmental impacts. Aquac. Environ. Interact. 7, 179-192. doi: 10.3354/aei00146.

[39]

Krause G., Brugere C., Diedrich A., Ebeling M.W., Ferse S.C.A., Mikkelsen E., Pérez Agúndez J.A., Stead S.M., Stybel N., Troell M., 2015. A revolution without people? Closing the people-policy gap in aquaculture development. Aquaculture 447, 44-55. doi: 10.1016/j.aquaculture.2015.02.009.

[40]

Li H., Li M., Qin Y., Ji M.D., 2024. Analysis of policy changes for Yangtze River Basin governance from 1980 to 2022 —based on semantic analysis method and punctuated equilibrium theory. Front. Urban Rural Plan. 2 (1), 1-12. doi: 10.1007/s44243-024-00048-9.

[41]

Little D.D., Edwards P., 2003. Integrated Livestock-Fish Farming System. FAO, Rome.

[42]

Llasat M.C., 2024. Spain’s flash floods reveal a desperate need for improved mitigation efforts. Nature 635 (8040), 787. doi: 10.1038/d41586-024-03825-0.

[43]

Lu J.B., Li X., 2006. Review of rice-fish-farming systems in China —one of the globally important ingenious agricultural heritage systems (GIAHS). Aquaculture 260 (1-4), 106-113. doi: 10.1016/j.aquaculture.2006.05.059.

[44]

Lua D.T., 2021. Integrated agriculture-aquaculture farming systems in Vietnam: the status quo and future perspectives. Vietnam J. Agric. Sci. 4 (1), 989-996. doi: 10.31817/vjas.2021.4.1.09.

[45]

Luu L.T., 2001. The VAC system in northern Vietnam. In: FAO (Ed.), Integrated Agriculture- aquaculture: A Primer. FAO, Rome.

[46]

Mehmood S., Ahmed W., Mahmood M., Rizwan M.S., Asghar R.M.A., Alatalo J.M., Imtiaz M., Akmal M., Abdelrahman H., Ma J.F., Ali E.F., Li W.D., Lee S.S., Shaheen S.M., 2023. Aquaculture sediments amended with biochar improved soil health and plant growth in a degraded soil. Mar. Pollut. Bull. 191, 114899. doi: 10.1016/j.marpolbul.2023.114899.

[47]

Merz B., Blöschl G., Vorogushyn S., Dottori F., Aerts J.C.J.H., Bates P., Bertola M., Kemter M., Kreibich H., Lall U., MacDonald E., 2021. Causes, impacts and patterns of disastrous river floods. Nat. Rev. Earth. Environ. 2 (9), 592-609. doi: 10.1038/s43017-021-00195-3.

[48]

Ministry of Agriculture Rural Affairs, 2015. National Sustainable Agricultural Development Plan (2015-2030). People’s Republic of China, Beijing.

[49]

Ministry of Ecology and Environment of the People’s Republic of China, 2018. Soil Environmental Quality —Risk Control Standard for Soil Contamination of Agricultural Land (Trial): GB 15618 —2018. China Environment Publishing Group, Beijing (in Chinese).

[50]

Ministry of Housing and Urban-Rural Development of the People’s Republic of China, 2018. Control Standards of Pollutants in Sludge for Agricultural Use: GB 4284 —2018. Standards Press of China, Beijing (in Chinese).

[51]

Mohamedin A., Awaad M., Ahmed A.R., 2010. The negative role of soil salinity and waterlogging on crop productivity in the northeastern region of the Nile Delta, Egypt. Res. J. Agric. Biol. Sci. 6 (4), 378-385.

[52]

Mulokozi D.P., Berg H., Tamatamah R.A., Lundh T., Onyango P.O., 2021. Assessment of pond and integrated aquaculture (IAA) systems in six districts of Tanzania. J. Agric. Rural Dev. Trop. Subtrop. 122 (1), 115-126. doi: 10.17170/kobra-202105253965.

[53]

Murshed-E-Jahan K., Pemsl D.E., 2011. The impact of integrated aquaculture- agriculture on small-scale farm sustainability and farmers’ livelihoods: experience from Bangladesh. Agric. Syst. 104 (5), 392-402. doi: 10.1016/j.agsy.2011.01.003.

[54]

Nabi R., 2008. Constraints to the adoption of rice-fish farming by smallholders in Bangladesh: a farming systems analysis. Aquac. Econ. Manag. 12 (2), 145-153. doi: 10.1080/13657300802110844.

[55]

Nhan D.K., Verdegem M.C.J., Milstein A., Verreth J.A.V., 2008. Water and nutrient budgets of ponds in integrated agriculture-aquaculture systems in the Mekong Delta, Vietnam. Aquac. Res. 39 (11), 1216-1228. doi: 10.1111/j.1365-2109.2008.01986.x.

[56]

Organization for Economic Cooperation and Development, 2016. Financial Management of Flood Risk. OECD, Paris.

[57]

Pant J., Demaine H., Edwards P., 2005. Bio-resource flow in integrated agriculture- aquaculture systems in a tropical monsoonal climate: a case study in Northeast Thailand. Agric. Syst. 83 (2), 203-219. doi: 10.1016/j.agsy.2004.04.001.

[58]

Rahman M.A., Alam M.S., Sultana R., Sultana R., 2025. Assessing the interrelationship between monsoon flood disasters and major crop production in Bangladesh. Int. J. Disaster. Risk. Reduct. 121, 105401. doi: 10.1016/j.ijdrr.2025.105401.

[59]

Rasul G., Neupane N., 2021. Improving policy coordination across the water, energy, and food, sectors in South Asia: a framework. Front. Sustain. Food Syst. 5, 602475. doi: 10.3389/fsufs.2021.602475.

[60]

Ren C.Y., Wang Z.M., Zhang Y.Z., Zhang B., Chen L., Xi Y.B., Xiao X.M., Doughty R.B., Liu M.Y., Jia M.M., Mao D.H., Song K.S., 2019. Rapid expansion of coastal aquaculture ponds in China from Landsat observations during 1984-2016. Int. J. Appl. Earth. Obs. Geoinf. 82, 101902. doi: 10.1016/j.jag.2019.101902.

[61]

Richards J.A., Jia X.P., 2006. Remote Sensing Digital Image Analysis: An Introduction, 4th ed. Springer, Berlin doi: 10.1007/3-540-29711-1.

[62]

Salah El Deen, M.A., Khairy W., 2025. Integrated aquaculture-agriculture system:a tool for sustainable and optimum water management. In: Leitão J.C.C., Khairy W., Pereira D., Zascerinska J., Gaspar P.D. ( Sustainable Water Management and Irrigation Systems:Eds.), Tackling Climate Change. Springer, Cham, pp. 91-116. doi: 10.1007/978-3-031-93587-9_5.

[63]

Slater L.J., Anderson B., Buechel M., Dadson S., Han S.S., Harrigan S., Kelder T., Kowal K., Lees T., Matthews T., Murphy C., Wilby R.L., 2021. Nonstationary weather and water extremes: a review of methods for their detection, attribution, and management. Hydrol. Earth. Syst. Sci. 25 (7), 3897-3935. doi: 10.5194/hess-25-3897-2021.

[64]

Tassi A., Vizzari M., 2020. Object-oriented LULC classification in google earth engine combining SNIC, GLCM, and machine learning algorithms. Remote Sens. 12 (22), 3776. doi: 10.3390/rs12223776.

[65]

Troell M., Costa-Pierce B., Stead S., Cottrell R.S., Brugere C., Farmery A.K., Little D.C., Strand Å., Pullin R., Soto D., Beveridge M., Salie K., Dresdner J., Moraes- Valenti P., Blanchard J., James P., Yossa R., Allison E., Devaney C., Barg U., 2023. Perspectives on aquaculture’s contribution to the Sustainable Development Goals for improved human and planetary health. J. World Aquac. Soc. 54 (2), 251-342. doi: 10.1111/jwas.12946.

[66]

United Nations, 2015. Transforming our world: the 2030 agenda for sustainable development. United Nations, New York.

[67]

United Nations Office for Disaster Risk Reduction, 2015. GAR 2015 — Global Assessment Report on Disaster Risk Reduction. UNDRR, Geneva.

[68]

Wang H.Z., Shao Q.H., Li R.D., Song M.J., Zhou Y., 2013. Governmental policies drive the LUCC trajectories in the Jianghan Plain. Environ. Monit. Assess. 185 (12), 10521-10536. doi: 10.1007/s10661-013-3349-2.

[69]

Wang M., Mao D.H., Xiao X.M., Song K.S., Jia M.M., Ren C.Y., Wang Z.M., 2023. Interannual changes of coastal aquaculture ponds in China at 10-m spatial resolution during 2016-2021. Remote Sens. Environ. 284, 113347. doi: 10.1016/j.rse.2022.113347.

[70]

Wang Q., Xu Y.P., Cai X.T., Tang J.Y., Yang L., 2021. Role of underlying surface, rainstorm and antecedent wetness condition on flood responses in small and medium sized watersheds in the Yangtze River Delta region, China. Catena 206, 105489. doi: 10.1016/j.catena.2021.105489.

[71]

Ward P.J., Jongman B., Weiland F.S., Bouwman A., van Beek R., Bierkens M.F.P., Ligtvoet W., Winsemius H.C., 2013. Assessing flood risk at the global scale: model setup, results, and sensitivity. Environ. Res. Lett. 8 (4), 044019. doi: 10.1088/1748-9326/8/4/044019.

[72]

Wheeler T., von Braun J., 2013. Climate change impacts on global food security. Science 341 (6145), 508-513. doi: 10.1126/science.1239402.

[73]

World Meteorological Organization, 2023. Floods. https://wmo.int/topics/floods.

[74]

( accessed 25 August 2025). Wu, L., Ma, X.Y., Wang, Y., Zhou, J.G., 2023. Increasing areas of aquaculture ponds and reservoirs reshape runoff coefficients: evidence from a subtropical catchment, China. Environ. Sci. Pollut. Res. 30 (14), 41253-41271. doi: 10.1007/s11356-023-25227-x.

[75]

Wu Z.C., He L., Hu Z.W., Zhang Y., Wu G.F., 2019. Hierarchical segmentation evaluation of region-based image hierarchy. IEEe J. Sel. Top. Appl. Earth. Obs. Remote Sens. 12 (8), 2718-2727. doi: 10.1109/JSTARS.2019.2926425.

[76]

Xie J., Hu L.L., Tang J.J., Wu X., Li N.N., Yuan Y.G., Yang H.S., Zhang J.E., Luo S.M., Chen X., 2011. Ecological mechanisms underlying the sustainability of the agricultural heritage rice-fish coculture system. Proc. Natl. Acad. Sci. U.S.A. 108 (50), E1381-E1387. doi: 10.1073/pnas.1111043108.

[77]

Yu F.L., Chen Z.Y., Ren X.Y., Yang G.F., 2009. Analysis of historical floods on the Yangtze River, China: characteristics and explanations. Geomorphology 113 (3-4), 210-216. doi: 10.1016/j.geomorph.2009.03.008.

[78]

Zhang M.X., Zhai G., He T.T., Wu C.F., 2023. A growing global threat: long-term trends show cropland exposure to flooding on the rise. Sci. Total. Environ. 899, 165675. doi: 10.1016/j.scitotenv.2023.165675.

[79]

Zhang Q., Tao S., 1998. Influence of Asian mid-high latitude circulation on East Asian summer rainfall. Acta Meteorol. Sin. 56 (2), 199-211. doi: 10.11676/qxxb1998.019 ,. (in Chinese).

[80]

Zhou Z.-Q., Xie S.-P., Zhang R.H., 2021. Historic Yangtze flooding of 2020 tied to extreme Indian Ocean conditions. Proc. Natl. Acad. Sci. U.S.A. 118 (12), e2022255118. doi: 10.1073/pnas.2022255118.

[81]

Zong Y.Q., Chen X.Q., 2000. The 1998 flood on the Yangtze, China. Nat. Hazards 22 (2), 165-184. doi: 10.1023/A:1008119805106.

[82]

Zou Z.H., Chen C., Liu Z.S., Zhang Z.L., Liang J.T., Chen H.X., Wang L.Y., 2022. Extraction of aquaculture ponds along coastal region using U2-net deep learning model from remote sensing images. Remote Sens. 14 (16), 4001. doi: 10.3390/rs14164001.

PDF

0

Accesses

0

Citation

Detail

Sections
Recommended

/