AnalogDataAssimilation.jl

Documentation for AnalogDataAssimilation.jl

Contents

• Catalog
• Data assimilation
• Ensemble filters
• Ensemble Kalman smoothers
• Forecasting
• Analog forecasting
• compute u0 to be in the attractor space
• Generate the data
• Create the forecasting function
• Data assimilation
• Plot results
• Example Catalog
• • Time series
  • Phase space plot
• Lorenz 63
• • Generate simulated data
  • Classical data assimilation
  • Analog data assimilation
  • Comparison between classical and analog data assimilation
  • Remark
• Model Forecasting
• • Set the State-Space model
  • Generate data
  • Data assimilation with model forecasting
  • Plot the times series
  • Plot the phase-space plot
• AnalogDataAssimilation.jl
• Contents
• • Index
• Models
• Particle filters
• State Space
• Time Series
• Utilities

Index

• AnalogDataAssimilation.AnEnKF
• AnalogDataAssimilation.AnalogForecasting
• AnalogDataAssimilation.AnalogForecasting
• AnalogDataAssimilation.Catalog
• AnalogDataAssimilation.DataAssimilation
• AnalogDataAssimilation.StateSpaceModel
• AnalogDataAssimilation.StateSpaceModel
• AnalogDataAssimilation.RMSE
• AnalogDataAssimilation.RMSE
• AnalogDataAssimilation.ensure_pos_sym
• AnalogDataAssimilation.forecast
• AnalogDataAssimilation.forecast
• AnalogDataAssimilation.forecast
• AnalogDataAssimilation.generate_data
• AnalogDataAssimilation.inv_using_SVD
• AnalogDataAssimilation.lorenz63
• AnalogDataAssimilation.lorenz96
• AnalogDataAssimilation.mk_stochastic!
• AnalogDataAssimilation.normalise!
• AnalogDataAssimilation.resample!
• AnalogDataAssimilation.resample_multinomial
• AnalogDataAssimilation.sample_discrete
• AnalogDataAssimilation.sqrt_svd
• AnalogDataAssimilation.train_test_split