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doi: 10.1002/2014gl061322
handle: 2117/104226 , 1721.1/110313
AbstractCalibration and validation of geophysical measurement systems typically require knowledge of the “true” value of the target variable. However, the data considered to represent the “true” values often include their own measurement errors, biasing calibration, and validation results. Triple collocation (TC) can be used to estimate the root‐mean‐square‐error (RMSE), using observations from three mutually independent, error‐prone measurement systems. Here, we introduce Extended Triple Collocation (ETC): using exactly the same assumptions as TC, we derive an additional performance metric, the correlation coefficient of the measurement system with respect to the unknown target, . We demonstrate that is the scaled, unbiased signal‐to‐noise ratio and provides a complementary perspective compared to the RMSE. We apply it to three collocated wind data sets. Since ETC is as easy to implement as TC, requires no additional assumptions, and provides an extra performance metric, it may be of interest in a wide range of geophysical disciplines.
Model calibration, Validation, :Enginyeria civil::Geologia [Àrees temàtiques de la UPC], Àrees temàtiques de la UPC::Enginyeria de la telecomunicació, Àrees temàtiques de la UPC::Enginyeria civil::Geologia, Microwave observations, Triple collocation, Soil moisture--Measurement, Model validation, AMSR-E, :Enginyeria de la telecomunicació [Àrees temàtiques de la UPC], Retrievals, Geofísica, Sòls -- Humitat -- Mesurament, Surface temperature, Europe, Geophysics, Correlation coefficient, Satellite, Africa, Signal-to-noise ratio, Soil-moisture, Model
Model calibration, Validation, :Enginyeria civil::Geologia [Àrees temàtiques de la UPC], Àrees temàtiques de la UPC::Enginyeria de la telecomunicació, Àrees temàtiques de la UPC::Enginyeria civil::Geologia, Microwave observations, Triple collocation, Soil moisture--Measurement, Model validation, AMSR-E, :Enginyeria de la telecomunicació [Àrees temàtiques de la UPC], Retrievals, Geofísica, Sòls -- Humitat -- Mesurament, Surface temperature, Europe, Geophysics, Correlation coefficient, Satellite, Africa, Signal-to-noise ratio, Soil-moisture, Model
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