Arid
DOI10.3390/rs15205054
Spatio-Temporal Variation in Soil Salinity and Its Influencing Factors in Desert Natural Protected Forest Areas
Zhao, Xinyue; Xi, Haiyang; Yu, Tengfei; Cheng, Wenju; Chen, Yuqing
通讯作者Xi, HY
来源期刊REMOTE SENSING
EISSN2072-4292
出版年2023
卷号15期号:20
英文摘要Soil salinity is a crucial parameter affecting soil health. Excessive surface salt accumulation degrades soil structure, inhibits vegetation growth, and diminishes plant diversity. Such increases in salinity can accelerate desertification, leading to soil resource loss, hampering agricultural progress, and compromising ecological security. However, the vastness of arid regions and data acquisition challenges often hinder efficient SSC monitoring and modeling. In this study, we leveraged remote sensing data coupled with machine learning techniques to investigate the spatio-temporal dynamics of SSC in a representative desert natural forest area, the Alxa National Public Welfare Forest. Utilizing the geodetector model, we also delved into the factors influencing SSC. Our results underscored the effectiveness of the Convolutional Neural Networks (CNN) model in predicting SSC, achieving an accuracy of 0.745. Based on this model, we mapped the spatial distribution of SSC, revealing hydrothermal conditions as pivotal determinants of salt accumulation. From 2016 to 2021, soils impacted by salinity in the research area exhibited a rising trend, attributed to the prevailing dry climate and low precipitation. Such intensified salinity accumulation poses threats to the healthy growth of protective forest vegetation. This study can provide a theoretical reference for salinization management and ecological protection in desert natural forest areas.
英文关键词soil salinization remote sensing inversion spatio-temporal dynamic influencing factors
类型Article
语种英语
开放获取类型gold
收录类别SCI-E
WOS记录号WOS:001095237200001
WOS关键词SALT CONTENT ; VEGETATION ; LAND ; CHINA ; SALINIZATION ; HALOPHYTES ; REGRESSION ; DYNAMICS ; IMAGERY ; OASIS
WOS类目Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/398333
推荐引用方式
GB/T 7714
Zhao, Xinyue,Xi, Haiyang,Yu, Tengfei,et al. Spatio-Temporal Variation in Soil Salinity and Its Influencing Factors in Desert Natural Protected Forest Areas[J],2023,15(20).
APA Zhao, Xinyue,Xi, Haiyang,Yu, Tengfei,Cheng, Wenju,&Chen, Yuqing.(2023).Spatio-Temporal Variation in Soil Salinity and Its Influencing Factors in Desert Natural Protected Forest Areas.REMOTE SENSING,15(20).
MLA Zhao, Xinyue,et al."Spatio-Temporal Variation in Soil Salinity and Its Influencing Factors in Desert Natural Protected Forest Areas".REMOTE SENSING 15.20(2023).
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