Machine Learning-assisted Computational Steering of Large-scale Scientific Simulations

Keyphrases

• Machine Learning 100%
• Computational Steering 100%
• Bayesian Optimization 100%
• Large-scale Scientific Simulation 100%
• Scientific Applications 50%
• Large Animal Model 50%
• Numerical Modeling 50%
• Observational Data 50%
• Accurate Modeling 50%
• Model Validation 50%
• Weather Forecast 50%
• Optimization Approach 50%
• Model-based Simulation 50%
• Parameter Space 50%
• Distributed Computing Environment 50%
• Rapid Transition 50%
• Computation-intensive 50%
• Heuristic Method 50%
• Interaction Parameter 50%
• Experiment-based 50%
• Large-scale Computation 50%
• Forecast Model 50%
• Tunable Parameters 50%
• Complex Computing 50%
• Weather Research 50%
• Theoretical Performance Analysis 50%
• Parameter Calibration 50%
• Multi-user Interaction 50%
• Hyperparameters 50%
• Regret Analysis 50%
• Calibration Validation 50%
• Automatic Parameter Tuning 50%

Computer Science

• Machine Learning 100%
• Intensive Computation 100%
• Case Study 50%
• Scientific Application 50%
• Performance Analysis 50%
• Distributed Computing Environment 50%
• Heuristic Method 50%
• User Interaction 50%
• Parameter Space 50%

Engineering

• Domain Expert 100%
• Multiuser 50%
• Numerical Modeling 50%
• Performance Analysis 50%
• Model Parameter 50%
• Illustrates 50%
• Parameter Space 50%