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 It has been superseded by JCMoptimizer and is retained solely for reference in legacy projects.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.