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

IF 7.3 1区 农林科学 Q1 ENVIRONMENTAL SCIENCES
Jian Luo , Eugenio Straffelini , Matteo Bozzolan , Zicheng Zheng , Paolo Tarolli
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Abstract

Saltwater intrusion along rivers is a complex process controlled by multiple factors and thus fluctuates with a highly nonlinear nature and time-varying characteristics. It is challenging to monitor saltwater intrusion. The objective of this study was to clarify the spatial-temporal variation of saltwater intrusion and its potential impact on agriculture in the Po River Delta (Italy). 2006 was the most severe year of saltwater intrusion in the period we considered. 2022 was even worse, but the data are still under processing. In this study, the Hilbert-Huang transform (HHT) and rescaled range (R/S) were used to identify the multi-time scales and change trends of the salinity and discharge in 2006. After that, the time-dependent intrinsic correlation (TDIC) was used to depict intrinsic relationships between salinity and discharge at different time scales. The results showed that discharge and salinity exhibited behaviours of positive long-range correlation during different periods. The temporal series of salinity and discharge was decomposed into six intrinsic mode functions (IMF) and residuals based on the ensemble empirical mode decomposition (EEMD). The sum of variance contribution rates of IMF1 (4 days), IMF2 (10 days), and IMF3 (12.1 days) of salinity was more than 75%. All measured TDICs have highlighted strong correlations between salinity and discharge. Furthermore, we used spatial interpolation techniques to map salinity data along rivers. This allowed the investigation of dynamic changes in saltwater intrusion patterns during periods of severe drought. Outcomes show a significant negative correlation between salinity and normalized difference vegetation index (NDVI), indicating that the study area's agricultural greening was affected by saltwater intrusion.

干旱期间波河三角洲(意大利)的盐水入侵:分析其时空演变及对农业的潜在影响
沿河海水入侵是一个受多种因素控制的复杂过程,因此具有高度非线性和时变特性。监测盐水入侵具有挑战性。本研究旨在阐明盐水入侵的时空变化及其对意大利波河三角洲农业的潜在影响。在我们所考虑的时期内,2006 年是盐水入侵最严重的一年。2022 年的情况更糟,但数据仍在处理中。本研究采用希尔伯特-黄变换(HHT)和重置范围(R/S)来确定 2006 年盐度和排水量的多时间尺度和变化趋势。随后,利用时间相关性(TDIC)描述了不同时间尺度下盐度和排水量之间的内在关系。结果表明,在不同时期,排泄量和盐度呈现出长程正相关的行为。根据集合经验模式分解法(EEMD),将盐度和排水量的时间序列分解为六个固有模式函数(IMF)和残差。盐度的 IMF1(4 天)、IMF2(10 天)和 IMF3(12.1 天)的方差贡献率之和超过 75%。所有测得的 TDICs 都突显了盐度与排水量之间的密切联系。此外,我们还利用空间插值技术绘制了沿河盐度数据图。这使得我们能够研究严重干旱期间盐水入侵模式的动态变化。研究结果表明,盐度与归一化差异植被指数(NDVI)之间存在明显的负相关关系,这表明研究区域的农业绿化受到了盐水入侵的影响。
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来源期刊
International Soil and Water Conservation Research
International Soil and Water Conservation Research Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
12.00
自引率
3.10%
发文量
171
审稿时长
49 days
期刊介绍: The International Soil and Water Conservation Research (ISWCR), the official journal of World Association of Soil and Water Conservation (WASWAC) http://www.waswac.org, is a multidisciplinary journal of soil and water conservation research, practice, policy, and perspectives. It aims to disseminate new knowledge and promote the practice of soil and water conservation. The scope of International Soil and Water Conservation Research includes research, strategies, and technologies for prediction, prevention, and protection of soil and water resources. It deals with identification, characterization, and modeling; dynamic monitoring and evaluation; assessment and management of conservation practice and creation and implementation of quality standards. Examples of appropriate topical areas include (but are not limited to): • Conservation models, tools, and technologies • Conservation agricultural • Soil health resources, indicators, assessment, and management • Land degradation • Sustainable development • Soil erosion and its control • Soil erosion processes • Water resources assessment and management • Watershed management • Soil erosion models • Literature review on topics related soil and water conservation research
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