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Fig 1.

Location of the study area.

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Table 1.

Meteorological stations and data information.

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Fig 2.

The flow chart of temperature estimation.

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Fig 3.

Comparison between observed and calculated temperature values.

(a) Qinan, (b) Wushan, (c) Qingshui, and (d) Weiyuan.

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Fig 4.

Comparison between the air temperature calculated values obtained by ten-fold cross validation method and observed values.

(a) Qinan, (b) Wushan, (c) Qingshui, and (d) Weiyuan.

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Fig 5.

Spatial distribution of average temperature and long-term trend from 2001 to 2020.

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Fig 6.

Interannual variation of average temperature.

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Fig 7.

Seasonal variation slope of Ta from 2001 to 2020.

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Table 2.

Results of the M-K test in different seasons (significant level is 0.05).

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Fig 8.

Interannual variation rate, coefficient of variation and change trend of NDVI.

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Fig 9.

Correlation coefficient between Ta and NDVI.

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Fig 10.

Long-term trend of LST, M-K change detection, P value, correlation coefficient distribution of LST and NDVI from 2001 to 2020.

(a) long-term trend of LST, (b) M-K change detection, (c) p value, (d) spatial distribution of correlation coefficient between LST and NDVI.

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Fig 11.

The correlation coefficient between Ta and LST.

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Fig 12.

Comparison diagram of air temperature and DEM.

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