Machine Learning based Parameter Sensitivity of Regional Climate Models - A Case Study of the WRF Model for Heat Extremes over Southeast Australia.
P. Jyoteeshkumar ReddySandeep ChintaRichard MatearJohn TaylorHarish BakiMarcus ThatcherJatin KalaJason J. SharplesPublished in: CoRR (2023)
Keyphrases
- probabilistic model
- machine learning
- hybrid model
- neural network model
- autoregressive
- linear model
- mathematical model
- prior knowledge
- classification models
- prediction model
- parameter space
- experimental data
- statistical model
- monte carlo simulation
- parameter estimation
- objective function
- learning models
- mathematical models
- random fields
- modeling framework
- hierarchical model
- generic model
- statistical methods
- computational model
- parameter values
- process model
- machine learning algorithms
- em algorithm
- hidden markov models
- long term
- machine learning approaches
- model fitting
- high level
- decision trees
- neural network