Interpreting and Stabilizing Machine-Learning Parametrizations of Convection - Brenowitz, Noah D.; Beucler, Tom; Pritchard, Michael; Bretherton, Christopher S. (Journal of the atmospheric sciences, 2020)
Keywords: Atmospheric convection; Atmospheric models; Climate; Climate models; Cloud resolving models; Clouds; Computational fluid dynamics; Conditional instability; Control stability; Drying; Dynamic stability; ENVIRONMENTAL SCIENCES; Fluid dynamics; Gravity waves; Growth rate; Hydrodynamics; Instability; Learning algorithms; Learning behaviour; Machine learning; MATHEMATICS AND COMPUTING; Meteorology & Atmospheric Sciences; Moist convection; Neural networks; Parameterization; Phase velocity; Physics; Response functions; Spectral analysis; Spectrum analysis; Stability analysis; Stabilizing; Wave dynamics; Wavelengths