Research

Monitoring Water Quality of Valle de Bravo Reservoir, Mexico, Using Entire Lifespan of MERIS Data and Machine Learning Approaches
 

Paper Details

Monitoring Water Quality of Valle de Bravo Reservoir, Mexico, Using Entire Lifespan of MERIS Data and Machine Learning Approaches
Leonardo F. Arias-Rodriguez,Z. Duan,R. Sepúlveda,Sergio I. Martínez-Martínez,M. Disse
Remote. Sens.
2020
https://app.readcube.com/library/eeeabbd4-b0f2-4d1d-af2b-b1d02dd21a9d/item/8465f104-18cf-4402-8ee5-afdb3ad21396
10.3390/rs12101586

Add Data

Sample (n) Parameter Model/Algorithm Formula r^2 RMSE Study Area Satellite Reference


Formula Details

Sample (n) Parameter Model/Algorithm Formula r^2 RMSE Study Area Satellite Reference
96 SDD Linear Regression b1, b3, b4, b5, b6, b7, b8, b9, b10 0.78 0.15 Valle de Bravo Reservoir [Mexico] MERIS
96 SDD Random Forest Regression b1, b2, b4, b5, b6, b8, b10 0.66 0.2 Valle de Bravo Reservoir [Mexico] MERIS
96 SDD Support Vector Regression b3, b4, b5, b6, b8 0.75 0.17 Valle de Bravo Reservoir [Mexico] MERIS
96 SDD Gaussian Processes Regression b4, b5, b6, b7, b8 0.81 0.15 Valle de Bravo Reservoir [Mexico] MERIS
96 Turbidity Linear Regression b1, b2, b3, b4, b5, b6, b7,b8 0.84 1.12 Valle de Bravo Reservoir [Mexico] MERIS
96 Turbidity Random Forest Regression b2, b5, b8, b9, b10, b13 0.78 1.24 Valle de Bravo Reservoir [Mexico] MERIS
96 Turbidity Support Vector Regression All Bands 0.67 1.58 Valle de Bravo Reservoir [Mexico] MERIS
96 Turbidity Gaussian Processes Regression b2, b5, b12, b13, b14 0.86 0.95 Valle de Bravo Reservoir [Mexico] MERIS