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. 2022 Jun 11;8(6):e09712. doi: 10.1016/j.heliyon.2022.e09712

Table 6.

Results of the PLSR models of the heavy metal content prediction using the Landsat OLI 8 data and given different preprocessing methods.

Heavy Metal Treatment Calibration Set (54 samples)
Validation Set (18 samples)
RPIQ (test-set cal) VL
R2cv RMSECV RPD R2 RMSEval RPD
Pb (mg/kg) Reflectance 0.19 8095.7 0.63 0.24 6675.81 1.18 0.84 4
SNV 0.26 8655.18 0.67 0.13 7139.68 1.11 0.9 2
MSC 0.32 8328.9 0.74 0.13 7141.94 1.11 1.07 1
Zn (mg/kg) Reflectance 0.11 19995.28 0.57 0.65 12419.56 1.75 0.67 4
SNV 0.22 20808.19 0.66 0.53 14403.66 1.51 0.66 2
MSC 0.24 20679.58 0.66 0.5 14909.09 1.46 0.66 2
Cd (ppm) Reflectance 0.09 160.47 0.52 0.15 126.28 1.11 0.7 3
SNV 0.13 163.57 0.52 0.08 131.44 1.07 0.54 2
MSC 0.14 165.31 0.51 0.09 130.53 1.08 0.53 2