Soil salinization is a critical global environmental issue, exacerbated by climatic and anthropogenic factors, and posing significant threats to agricultural productivity and ecological stability in arid regions. Therefore, remote sensing-based dynamic monitoring of soil salinization is crucial for timely assessment and effective mitigation strategies. This study used Landsat imagery from 2001 to 2021 to evaluate the potential of support vector machine (SVM) and classification and regression tree (CART) models for monitoring soil salinization, enabling the spatiotemporal mapping of soil salinity in the Yutian Oasis. In addition, the land use transfer matrix and spatial overlay analysis were employed to comprehensively analyze the spatiotemporal trends of soil salinization. The geographical detector (Geo Detector) tool was used to explore the driving factors of the spatiotemporal evolution of salinization. The results indicated that the CART model achieved 5.3% higher classification accuracy than the SVM, effectively mapping the distribution of soil salinization and showing a 26.76% decrease in salinized areas from 2001 to 2021. Improvements in secondary salinization and increased vegetation coverage were the primary contributors to this reduction. Geo Detector analysis highlighted vegetation (NDVI) as the dominant factor, and its interaction with soil moisture (NDWI) has a significant impact on the spatial and temporal distribution of soil salinity. This study provides a robust method for monitoring soil salinization, offering critical insights for effective salinization management and sustainable agricultural practices in arid regions.
机构:
Hai Nan Prov Water Conservancy & Hydropower Survey, Haikou 570203, Peoples R ChinaHai Nan Prov Water Conservancy & Hydropower Survey, Haikou 570203, Peoples R China
Guo, Jianchao
Zhang, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Sch Soil & Water Conservat, Beijing 100083, Peoples R ChinaHai Nan Prov Water Conservancy & Hydropower Survey, Haikou 570203, Peoples R China
Zhang, Lin
Qi, Shi
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Forestry Univ, Sch Soil & Water Conservat, Beijing 100083, Peoples R ChinaHai Nan Prov Water Conservancy & Hydropower Survey, Haikou 570203, Peoples R China
Qi, Shi
Chen, Jiadong
论文数: 0引用数: 0
h-index: 0
机构:
Hai Nan Prov Water Conservancy & Hydropower Survey, Haikou 570203, Peoples R ChinaHai Nan Prov Water Conservancy & Hydropower Survey, Haikou 570203, Peoples R China
机构:
State Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Natl Field Sci Observat & Res Stn Efficient Water, Wuwei 733009, Peoples R China
China Agr Univ, Ctr Agr Water Res China, Beijing 100083, Peoples R ChinaState Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Fan, Suning
Liu, Tongbing
论文数: 0引用数: 0
h-index: 0
机构:
State Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Natl Field Sci Observat & Res Stn Efficient Water, Wuwei 733009, Peoples R China
China Agr Univ, Ctr Agr Water Res China, Beijing 100083, Peoples R ChinaState Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Liu, Tongbing
Zou, Minzhong
论文数: 0引用数: 0
h-index: 0
机构:
State Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Natl Field Sci Observat & Res Stn Efficient Water, Wuwei 733009, Peoples R China
China Agr Univ, Ctr Agr Water Res China, Beijing 100083, Peoples R ChinaState Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Zou, Minzhong
Fang, Yu
论文数: 0引用数: 0
h-index: 0
机构:
State Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Natl Field Sci Observat & Res Stn Efficient Water, Wuwei 733009, Peoples R China
China Agr Univ, Ctr Agr Water Res China, Beijing 100083, Peoples R ChinaState Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Fang, Yu
Niu, Jun
论文数: 0引用数: 0
h-index: 0
机构:
State Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Natl Field Sci Observat & Res Stn Efficient Water, Wuwei 733009, Peoples R China
China Agr Univ, Ctr Agr Water Res China, Beijing 100083, Peoples R ChinaState Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Niu, Jun
Kang, Shaozhong
论文数: 0引用数: 0
h-index: 0
机构:
State Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
Natl Field Sci Observat & Res Stn Efficient Water, Wuwei 733009, Peoples R China
China Agr Univ, Ctr Agr Water Res China, Beijing 100083, Peoples R ChinaState Key Lab Efficient Utilizat Agr Water Resourc, Beijing 100083, Peoples R China
机构:Chinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R China
Jia, BQ
Zhang, ZQ
论文数: 0引用数: 0
h-index: 0
机构:Chinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R China
Zhang, ZQ
Ci, LJ
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R ChinaChinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R China
Ci, LJ
Ren, YP
论文数: 0引用数: 0
h-index: 0
机构:Chinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R China
Ren, YP
Pan, BR
论文数: 0引用数: 0
h-index: 0
机构:Chinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R China
Pan, BR
Zhang, Z
论文数: 0引用数: 0
h-index: 0
机构:Chinese Acad Forestry Sci, Res Inst Forestry, Beijing 100091, Peoples R China