Saltwater intrusion in the Po River Delta (Italy) during drought conditions: Analyzing its spatio-temporal evolution and potential impact on agriculture

Jian Luo1, Eugenio Straffelini2, Matteo Bozzolan3, Zicheng Zheng4, Paolo Tarolli2
1Inner Mongolia Key Laboratory of River and Lake Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot 010021, China
2Department of Land, Environment, Agriculture and Forestry, University of Padova, Legnaro (PD), 35020, Italy
3Consorzio di Bonifica Delta del Po, Taglio di Po, 45019, Italy
4College of Resources Science, Sichuan Agricultural University, Chengdu 611130, China

Tài liệu tham khảo

Adarsh, 2019, Multiscale characterization and prediction of reservoir inflows using MEMD-SLR coupled approach, Journal of Hydrologic Engineering, 24, 10.1061/(ASCE)HE.1943-5584.0001732 Adarsh, 2020, Multiscale running correlation analysis of water quality. datasets of Noyyal River, India, using the Hilbert–Huang Transform, International journal of Environmental Science and Technology, 17, 1251, 10.1007/s13762-019-02396-2 Antonellini, 2008, Salt water intrusion in the coastal aquifer of the southern Po Plain, Italy, Hydrogeology Journal, 16, 1541, 10.1007/s10040-008-0319-9 2019 2020 2022 Barbarella, 2015, Effects of saltwater intrusion on pinewood vegetation using satellite ASTER data: The case study of Ravenna (Italy), Environmental Monitoring and Assessment, 187, 1, 10.1007/s10661-015-4375-z Becker, 2010, Hydrodynamic behavior of the cape fear river and estuarine system: A synthesis and observational investigation of discharge–salinity intrusion relationships, Estuarine, Coastal and Shelf Science, 88, 407, 10.1016/j.ecss.2010.04.022 Bellafiore, 2021, Saltwater intrusion in a Mediterranean delta under a changing climate, Journal of Geophysical Research: Oceans, 126 Bonaldo, 2023, The summer 2022 drought: a taste of future climate for the Po valley (Italy)?, Regional Environmental Change, 23, 1, 10.1007/s10113-022-02004-z Carillo, 2011, Salinity stress and salt tolerance, Abiotic Stress in Plants - Mechanisms and Adaptations, 21 Chen, 2017, Multiscale evolution of surface air temperature in the arid region of Northwest China and its linkages to ocean oscillations, Theoretical and Applied Climatology, 128, 945, 10.1007/s00704-016-1752-7 Chen, 2010, The time-dependent intrinsic correlation based on the empirical mode decomposition, Advances in Adaptive Data Analysis, 2, 233, 10.1142/S1793536910000471 Chen, 2019, Monitoring the seasonal dynamics of soil salinization in the Yellow River delta of China using Landsat data, Natural Hazards and Earth System Sciences, 19, 1499, 10.5194/nhess-19-1499-2019 Chen, 2019, Impacts of topography change on saltwater intrusion over the past decade in the Changjiang Estuary, Estuarine, Coastal and Shelf Science, 231, 10.1016/j.ecss.2019.106469 2021 2021 Da Lio, 2019, Vulnerability to relative sea-level rise in the Po river delta (Italy), Estuarine, Coastal and Shelf Science, 228, 10.1016/j.ecss.2019.106379 De la Casa, 2018, Soybean crop coverage estimation from NDVI images with different spatial resolution to evaluate yield variability in a plot, ISPRS Journal of Photogrammetry and Remote Sensing, 146, 531, 10.1016/j.isprsjprs.2018.10.018 Drever, 2023, Water diversion structures and river discharge dictate salinity dynamics on tidal flats of the Fraser River delta, British Columbia, Estuarine, Coastal and Shelf Science, 291, 10.1016/j.ecss.2023.108436 Duan, 2017, Dynamic monitoring of NDVI in wheat agronomy and breeding trials using an unmanned aerial vehicle, Field Crops Research, 210, 71, 10.1016/j.fcr.2017.05.025 Essa, 2002, Effect of salinity stress on growth and nutrient composition of three soybean (Glycine max L. Merrill) cultivars, Journal of Agronomy and Crop Science, 188, 86, 10.1046/j.1439-037X.2002.00537.x Farooq, 2015, Vol. 35, 461 Ghasempour, 2021, EEMD-and VMD-based hybrid GPR models for river streamflow point and interval predictions, Water Supply, 21, 3960, 10.2166/ws.2021.151 Guerra-Chanis, 2019, Saltwater intrusion in a subtropical estuary, Estuarine, Coastal and Shelf Science, 217, 28, 10.1016/j.ecss.2018.10.016 Hamed, 2007, Improved finite-sample Hurst exponent estimates using rescaled range analysis, Water Resources Research, 43, 10.1029/2006WR005111 Heenan, 1988, Salinity tolerance in rice varieties at different growth stages, Australian Journal of Experimental Agriculture, 28, 343, 10.1071/EA9880343 Huang, 2014, Time dependent intrinsic correlation analysis of temperature and dissolved oxygen time series using empirical mode decomposition, Journal of Marine Systems, 130, 90, 10.1016/j.jmarsys.2013.06.007 Huang, 1998, The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, 454, 903, 10.1098/rspa.1998.0193 Ismail, 2016, Statistical properties and time-frequency analysis of temperature, salinity and turbidity measured by the MAREL Carnot station in the coastal waters of Boulogne-sur-Mer (France), Journal of Marine Systems, 162, 137, 10.1016/j.jmarsys.2016.03.010 Khan, 1997, Effect of sodium chloride on growth, photosynthesis and mineral ions accumulation of different types of rice (Oryza sativa L.), Journal of Agronomy and Crop Science, 179, 149, 10.1111/j.1439-037X.1997.tb00511.x Li, 2019, Using NDVI percentiles to monitor real-time crop growth, Computers and Electronics in Agriculture, 162, 357, 10.1016/j.compag.2019.04.026 Liu, 2001, The influence of river discharge on salinity intrusion in the Tanshui estuary, Taiwan, Journal of Coastal Research, 544 Liu, 2014, Wavelet analysis of the dynamic characteristics of saltwater intrusion–A case study in the Pearl River Estuary of China, Ocean & Coastal Management, 95, 81, 10.1016/j.ocecoaman.2014.03.027 Liu, 2019, Time-frequency analysis and simulation of the watershed suspended sediment concentration based on the hilbert-huang transform (HHT) and artificial neural network (ANN) methods: A case study in the Loess Plateau of China, Catena, 179, 107, 10.1016/j.catena.2019.03.042 Li, 2018, Future trend analysis of precipitation in the Haihe River basin based on a method combining wavelet and rescaled range analyses, Thermal Science, 22, 1571, 10.2298/TSCI1804571L Li, 2012, Impacts of wind stress on saltwater intrusion in the Yangtze Estuary, Science China Earth Sciences, 55, 1178, 10.1007/s11430-011-4311-1 Luo, 2022, Tillage-induced microtopography alters time-dependent intrinsic correlation of runoff and sediment yield, Soil and Tillage Research, 221, 10.1016/j.still.2022.105423 Luo, 2019, Characterization of runoff and sediment associated with rill erosion in sloping farmland during the maize-growing season based on rescaled range and wavelet analyses, Soil and Tillage Research, 195, 10.1016/j.still.2019.104359 Maicu, 2018, Hydrodynamics of the Po river-delta-sea system, Journal of Geophysical Research: Oceans, 123, 6349, 10.1029/2017JC013601 Matsoukis, 2023, Numerical investigation of river discharge and tidal variation impact on salinity intrusion in a generic river delta through idealized modelling, Estuaries and Coasts, 46, 57, 10.1007/s12237-022-01109-2 Ma, 2022, Spatial distribution and scale-specific controls of soil water-stable aggregates in southeastern China, Journal of Cleaner Production, 369, 10.1016/j.jclepro.2022.133305 Mbarki, 2020, Comparing salt tolerance at seedling and germination stages in local populations of medicago ciliaris l. To medicago intertexta l. and medicago scutellata l, Plants, 9, 10.3390/plants9040526 Merwade, 2006, Anisotropic considerations while interpolating river channel bathymetry, Journal of Hydrology, 331, 731, 10.1016/j.jhydrol.2006.06.018 Nguyen, 2020, Soil salinity assessment by using near-infrared channel and vegetation soil salinity index derived from Landsat 8 OLI data: A case study in the tra vinh province, mekong delta, vietnam, Progress in Earth and Planetary Science, 7, 1, 10.1186/s40645-019-0311-0 Ologundudu, 2014, Effect of salt stress on germination and growth parameters of rice (oryza sativa L.), Notulae Scientia Biologicae, 6, 237, 10.15835/nsb629163 Phang, 2008, Salt tolerance in soybean, Journal of Integrative Plant Biology, 50, 1196, 10.1111/j.1744-7909.2008.00760.x Plocoste, 2019, Multi-scale time dependent correlation between synchronous measurements of ground-level ozone and meteorological parameters in the Caribbean Basin, Atmospheric Environment, 211, 234, 10.1016/j.atmosenv.2019.05.001 Qiu, 2012, Impact of seasonal tide variation on saltwater intrusion in the Changjiang River estuary, Chinese Journal of Oceanology and Limnology, 30, 342, 10.1007/s00343-012-1115-x de la Reguera, 2020, The effects of saltwater intrusion on germination success of standard and alternative crops, Environmental and Experimental Botany, 180, 10.1016/j.envexpbot.2020.104254 Rusydi, 2018, Correlation between conductivity and total dissolved solid in various type of water: A review, Vol. 118 Sahoo, 2020, Identification of earthquake precursors in soil radon-222 data of Kutch, Gujarat, India using empirical mode decomposition based Hilbert Huang Transform, Journal of Environmental Radioactivity, 222, 10.1016/j.jenvrad.2020.106353 Sharma, 2021, Rescaled range analysis and conditional probability-based probe into the intrinsic pattern of rainfall over North Mountainous India, Journal of Water and Climate Change, 12, 3675, 10.2166/wcc.2021.232 Shi, 2015, Spatial distribution and temporal trends in precipitation concentration indices for the Southwest China, Water Resources Management, 29, 3941, 10.1007/s11269-015-1038-3 Straffelini, 2023, Climate change-induced aridity is affecting agriculture in northeast Italy, Agricultural Systems, 208, 10.1016/j.agsy.2023.103647 Szolgayova, 2014, Factors influencing long range dependence in streamflow of European rivers, Hydrological Processes, 28, 1573, 10.1002/hyp.9694 Tarolli, 2023, Saltwater intrusion and climate change impact on coastal agriculture, Plos Water, 2, 10.1371/journal.pwat.0000121 Tian, 2019, Factors controlling saltwater intrusion across multi-time scales in estuaries, Chester River, Chesapeake Bay, Estuarine, Coastal and Shelf Science, 223, 61, 10.1016/j.ecss.2019.04.041 Tosi, 2021, Sensitivity, hazard, and vulnerability of farmlands to saltwater intrusion in low-lying coastal areas of Venice, Italy, Water, 14, 64, 10.3390/w14010064 Truc, 2020, Effect of saline intrusion on the properties of cohesive soils in the Red River Delta, Vietnam, Marine Georesources & Geotechnology, 38, 23, 10.1080/1064119X.2018.1550827 Tsai, 2019, Analysis of trends and variability of toxic concentrations in the Niagara River using the Hilbert-Huang transform method, Ecological Informatics, 51, 129, 10.1016/j.ecoinf.2019.02.008 Tully, 2019, Soils in transition: Saltwater intrusion alters soil chemistry in agricultural fields, Biogeochemistry, 142, 339, 10.1007/s10533-019-00538-9 Wang, 2015, Improving forecasting accuracy of annual runoff time series using ARIMA based on EEMD decomposition, Water Resources Management, 29, 2655, 10.1007/s11269-015-0962-6 Wang, 2019, Effects of irrigating with brackish water on soil moisture, soil salinity, and the agronomic response of winter wheat in the Yellow River Delta, Sustainability, 11, 5801, 10.3390/su11205801 Wang, 2019, Impacts of different dynamic factors on the saltwater intrusion in the northern branch of the Yangtze Estuary, China Ocean Engineering, 33, 673, 10.1007/s13344-019-0065-x Wu, 2009, Ensemble empirical mode decomposition: A noise-assisted data analysis method, Advances in Adaptive Data Analysis, 1, 1, 10.1142/S1793536909000047 Wu, 2006, Quantitative relationship of runoff and tide to saltwater spilling over from the north branch in the changjiang estuary: A numerical study, Estuarine, Coastal and Shelf Science, 69, 125, 10.1016/j.ecss.2006.04.009 Xu, 2019, Saltwater intrusion function and preliminary application in the Yangtze River Estuary, China, International Journal of Environmental Research and Public Health, 16, 118, 10.3390/ijerph16010118 Zhang, 2010, Discharge-salinity relationships in modaomen waterway, pearl river estuary, Procedia Environmental Sciences, 2, 1235, 10.1016/j.proenv.2010.10.134