The invention relates to the technical field of water
ecological environment remote sensing monitoring, in particular to a river
total nitrogen concentration
remote sensing estimation method based on multi-
source data fusion, and the method comprises the following steps: S1, obtaining and
processing total nitrogen measured data, and unifying time and a coordinate reference
system; s2,
processing the Landsat 8 / 9 image, and extracting
water body reflectivity and
remote sensing indexes; s3, ERA5-Land meteorological data are acquired, and derivation indexes are calculated; s4, DEM
elevation data are extracted; s5, fusing the multi-
source data to generate a table type
data set; s6, screening sensitive indexes based on SHAP and correlation; s7, constructing and evaluating an inversion model; s8, extracting an MNDWI
water body mask; s9, generating a feature stack and inverting and outputting a
total nitrogen concentration diagram; according to the method, through fusion of multi-
source data, construction of a high-precision inversion model and a cloud platform
automatic processing flow, high-temporal-spatial-resolution, stable and reproducible remote sensing
estimation of the total
nitrogen concentration of the river is realized, and the monitoring efficiency and the application value are effectively improved.