Driver ReferenceΒΆ
Warning
This interface documentation describes a deprecated version of the Analysis and Optimization Toolkit in JCMsuite. It has been superseded by JCMoptimizer and is retained solely for reference in legacy projects.
For all new simulation and optimization projects, use JCMOptimizer instead. The corresponding documentation is available here.
| Driver | Purpose |
|---|---|
| BayesOptimization | Minimize an expensive objective function with Bayesian Optimization. |
| L_BFGS_B_Optimization | Run a local gradient-based minimization using L-BFGS-B. |
| SimplexOptimization | Run a local derivative-free minimization using the Downhill simplex algorithm (aka Nelder-Mead). |
| DifferentialEvolutionOptimization | Run a global minimization using differential evolution. |
| BayesLeastSquare | Run a least-square minimization using Bayesian optimization. |
| PCELeastSquare | Run a global uncertainty quantification of a least-square problem using a polynomial chaos expansion (PCE) of the model functions of a least-square problem. |
| PCESensitivityAnalysis | Run a sensitivity analysis using a polynomial chaos expansion (PCE) of the objective function. |
| GaussianProcessRegression | Build up a Gaussian process regression of an objective function by sampling of the parameter space at postitions of maximal uncertainty. |
| CMA_ES_Optimization | Run a global minimization using the CMA-ES method. |