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NWP | DA | Kalman Filter

NWP | DA | Kalman Filter

Optimal Interpolation (OI), 3D-Variational Assimilation (3DVar), and the Kalman Filter (KF) share foundational mathematical objectives but differ in implementation and error covariance treatment. Belo
2025-04-02
NWP
#NWP #WRF #MPAS #DA #KF #EKF #EnKF
NWP | DA | Optimal weight matrix W

NWP | DA | Optimal weight matrix W

Data assimilation (DA) NWP | DA | Kalman Filter NWP | DA | 4D-Var To derive the optimal weight matrix $ $in DA, we follow a minimum variance approach to combine background (model) and observation d
2025-04-02
NWP
#NWP #WRF #MPAS #DA #KF #EKF #EnKF
NWP | 4D-Var | Tangent Linear and Adjoint Models

NWP | 4D-Var | Tangent Linear and Adjoint Models

Data assimilation (DA) What Are Tangent Linear and Adjoint Models? A mathematical explanation of the tangent linear and adjoint models in the context of variational data assimilation such as WRFDA:
2025-03-20
NWP
#NWP #WRF #MPAS #DA #WRFDA #4Dvar
NWP | Spectral Method

NWP | Spectral Method

Spectral methods Spectral methods in numerical weather prediction (NWP) are advanced computational techniques that use global basis functions to solve the atmospheric governing equations with high acc
2025-03-20
NWP
#NWP #ECMWF #spherical harmonics #Truncation for wave numbers
Precipitation minus Evaporation (P-E)

Precipitation minus Evaporation (P-E)

Precipitation minus Evaporation (P-E) To calculate Precipitation minus Evaporation (P-E) in numerical weather simulations using mixing ratio, the process involves analyzing atmospheric moisture fluxes
2025-03-20
Meteorology
#NWP #WRF #MPAS #Precipitation #Evaporation #Hydrology
NWP | AI | NeuralGCM

NWP | AI | NeuralGCM

NWP | AI for Numerical Weather Prediction (NWP) NeuralGCM is trained through a sophisticated process that combines differentiable physical modeling with machine learning optimization techniques. He
2025-03-18
NWP
#NWP #AI #ML
MPAS | LBC

MPAS | LBC

Links https://mpas-dev.github.io/ /MPAS-Model/releases MPAS-Atmosphere Users' Guide V4.0 MPAS-Atmosphere Users' Guide V5.3 MPAS-Atmosphere Users' Guide V6.3 MPAS-Atmosphere Users' Guide V7.0 MPAS-Atm
2025-03-14
MPAS
#NWP #WRF #MPAS #IC #LBC
MPAS | FDDA

MPAS | FDDA

Links https://mpas-dev.github.io/ /MPAS-Model/releases MPAS-Atmosphere Users' Guide V4.0 MPAS-Atmosphere Users' Guide V5.3 MPAS-Atmosphere Users' Guide V6.3 MPAS-Atmosphere Users' Guide V7.0 MPAS-Atm
2025-03-13
MPAS
#NWP #WRF #MPAS #FDDA
MPAS | Convert LCZs into static.nc

MPAS | Convert LCZs into static.nc

Map of Local Climate Zones (LCZs) LCZs source Fast and easy Local Climate Zone mapping My example: https://waipangsze.github.io/2024/10/07/Global-LCZ-for-Urban/#some-regional-lcz-datasets tiff fil
2025-03-11
MPAS
#WRF #MPAS #Urban #UCM #LCZs #UCPs
MPAS-CMAQ | SMOKE | Emission Inventory processing data

MPAS-CMAQ | SMOKE | Emission Inventory processing data

SMOKE github SMOKE documentation The Sparse Matrix Operator Kernel Emissions (SMOKE) Modeling System The MCNC Environmental Modeling Center (EMC) created the Sparse Matrix Operator Kernel Emissions
2025-03-10
MPAS
#NWP #WRF #MPAS #GFS #ERA5 #CMAQ #SMOKE
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