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Fig 1.

Map of the Bosten Lake watershed.

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Table 1.

Remote sensing image data.

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Table 2.

The relationship between Landsat image data OLI, Sentinel-2data and soil salt.

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Table 3.

Relationship between soil salt content and spectral index.

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Table 4.

The soil salinity data statistics in Bosten Lake watershed.

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Fig 2.

OLI data of the raw image (R), first derivative (FD), second derivative (SD), and third derivative (TD).

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Fig 3.

MSI data of the raw image (R), first derivative (FD), second derivative (SD), and third derivative (TD).

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Table 5.

Relationship between soil salt content and spectral characteristics of MSI and OLI data.

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Table 6.

Relationship between soil salt content and measured spectral index in Bosten Lake Watershed.

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Fig 4.

Spectral DI, NDI, and RI indices of soil salinization based on OLI data.

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Fig 5.

Spectral DI, NDI and RI indices of soil salinization based on MSI data.

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Table 7.

Optimal parameter selection of SVM based on GS method.

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Fig 6.

Scatter plot of measured and predicted soil salinity in GS-SVM models.

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Table 8.

Validation of SVM model for estimating soil salinity in Bosten Lake Watershed.

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Fig 7.

Map of soil salt content based on the SVM model.

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Table 9.

Comparison of the accuracy of estimating soil salt content by different models.

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