Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1080/22797254.2020.1762247 |
Monitoring soil salinization in Manas River Basin, Northwestern China based on multi-spectral index group | |
Shi, Xiaoyan; Song, Jianghui; Wang, Haijiang1; Lv, Xin | |
通讯作者 | Wang, Haijiang |
来源期刊 | EUROPEAN JOURNAL OF REMOTE SENSING
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EISSN | 2279-7254 |
出版年 | 2020 |
英文摘要 | Large-scale and accurate monitoring soil salinization is essential for controlling soil degradation and sustainable agricultural development. The agricultural irrigation area of the Manas River Basin in the arid area of Northwest China was selected as the test area. The soil salinization monitoring model based on spectral index group was constructed by comparing the accuracy of PCR, PLSR and MLR models using the transformation of multi-spectral index group and index screening. The results showed that there was a certain correlation between the 28 spectral index groups, with a maximum correlation coefficient -0.3689 between the original spectral group and the soil salt content was B10 band. After the transformation of original data for the logarithm Ln(R), exponential e(R) and square root R-1/2 respectively, the correlation between each index and soil salinity was significantly improved, with the maximum correlation coefficient was up to -0.7564 of R-1/2. The salt content estimation models were constructed by different data transformation using PLSR, PCR and MLR methods, respectively. This study provides a fast and accurate method for monitoring regional soil salinity content and the results can provide a reference for soil salinity grading management in arid and semi-arid areas. |
英文关键词 | Soil salinization spectral index group data transformation model soil salinity monitoring |
类型 | Article ; Early Access |
语种 | 英语 |
国家 | Peoples R China |
开放获取类型 | Other Gold |
收录类别 | SCI-E |
WOS记录号 | WOS:000533864000001 |
WOS关键词 | REMOTE-SENSING DATA ; VEGETATION COVER ; SALINITY ; XINJIANG ; AREAS ; SALT ; DISCRIMINATION ; REGRESSION ; MOISTURE ; OASIS |
WOS类目 | Remote Sensing |
WOS研究方向 | Remote Sensing |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/319083 |
作者单位 | 1.Shihezi Univ, Coll Agr, Shihezi 832000, Peoples R China; 2.Shihezi Univ, Key Lab Oasis Ecol Agr, Xinjiang Prod & Construct Grp, Shihezi, Peoples R China |
推荐引用方式 GB/T 7714 | Shi, Xiaoyan,Song, Jianghui,Wang, Haijiang,et al. Monitoring soil salinization in Manas River Basin, Northwestern China based on multi-spectral index group[J],2020. |
APA | Shi, Xiaoyan,Song, Jianghui,Wang, Haijiang,&Lv, Xin.(2020).Monitoring soil salinization in Manas River Basin, Northwestern China based on multi-spectral index group.EUROPEAN JOURNAL OF REMOTE SENSING. |
MLA | Shi, Xiaoyan,et al."Monitoring soil salinization in Manas River Basin, Northwestern China based on multi-spectral index group".EUROPEAN JOURNAL OF REMOTE SENSING (2020). |
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