Core Simulation

create_stations()

Create or load station metadata

generate_time_index()

Generate Climate Simulation Time Index

simulate_climate()

Simulate Integrated Climate Dataset

apply_physical_constraints()

Apply Physical Constraints to Climate Data

bias_correction()

Bias Correction for Simulated Climate Data

validate_climate()

Validate Simulated Climate Dataset

Climate Variable Simulation

simulate_temperature()

Simulate Temperature Time Series

simulate_rainfall()

Simulate Rainfall Time Series

simulate_rh()

Simulate Relative Humidity Time Series

simulate_wind_speed()

Simulate Wind Speed Time Series

simulate_wind_direction()

Simulate Wind Direction Time Series

simulate_solar_radiation()

Simulate Solar Radiation Time Series

simulate_evapotranspiration()

Simulate Evapotranspiration

simulate_dewpoint()

Simulate Dew Point Temperature

Dependence Modelling

copula_dependence()

Apply Copula Dependence Structure to Climate Variables

Forecasting

forecasting_ml()

Machine Learning Forecasting for Climate Variables

Visualization

plot_station_timeseries()

Plot Station Climate Time Series

visualization

Visualization Functions for Climate Data

Export

export_csv()

Export CDSimX Data to CSV

export_netcdf()

Export CDSimX Data to NetCDF