Using Ensemble of Neural Networks to Learn Stochastic Convection Parameterizations for Climate and Numerical Weather Prediction Models from Data Simulated by a Cloud Resolving Model.
Vladimir M. KrasnopolskyMichael S. Fox-RabinovitzAlexei A. BelochitskiPublished in: Adv. Artif. Neural Syst. (2013)
Keyphrases
- weather prediction
- experimental data
- neural network
- prior knowledge
- accurate models
- neural network model
- data sets
- learning models
- probabilistic model
- predictive model
- statistical models
- statistical methods
- input data
- learned models
- stochastic model
- empirical data
- subject specific
- test data
- autoregressive
- training data
- historical data
- hybrid model
- markov chain monte carlo methods
- statistical model
- prediction model
- simulation model
- mathematical models
- computational models
- data analysis
- stochastic models
- probability distribution
- mathematical model
- high quality
- akaike information criterion
- pattern recognition
- weather data
- discrete data
- multiple models
- parameter estimation
- network structure
- bayesian framework
- qualitative models
- remote sensing
- parametric models
- linear gaussian
- classification models