Index

_

__init__() (corrai.base.model.Model method) (corrai.base.parameter.Parameter method) (corrai.fmu.ModelicaFmuModel method) (corrai.optimize.MixedProblem method) (corrai.optimize.ModelEvaluator method) (corrai.optimize.RealContinuousProblem method) (corrai.optimize.SciOptimizer method) (corrai.sampling.FASTSampler method) (corrai.sampling.LHSSampler method) (corrai.sampling.MorrisSampler method) (corrai.sampling.RBDFASTSampler method) (corrai.sampling.RealSampler method) (corrai.sampling.Sample method) (corrai.sampling.Sampler method) (corrai.sampling.SobolSampler method) (corrai.sensitivity.FASTSanalysis method) (corrai.sensitivity.MorrisSanalysis method) (corrai.sensitivity.RBDFASTSanalysis method) (corrai.sensitivity.Sanalysis method) (corrai.sensitivity.SobolSanalysis method) (corrai.surrogate.ModelTrainer method) (corrai.surrogate.MultiModelSO method) (corrai.surrogate.StaticScikitModel method)

__repr__() (corrai.fmu.ModelicaFmuModel method) _evaluate() (corrai.optimize.MixedProblem method) (corrai.optimize.RealContinuousProblem method) _set_sampler() (corrai.sensitivity.Sanalysis method)

A

add_sample() (corrai.sampling.FASTSampler method), [1] (corrai.sampling.LHSSampler method), [1] (corrai.sampling.MorrisSampler method), [1] (corrai.sampling.RBDFASTSampler method), [1] (corrai.sampling.Sampler method) (corrai.sampling.SobolSampler method) (corrai.sensitivity.FASTSanalysis method) (corrai.sensitivity.MorrisSanalysis method) (corrai.sensitivity.RBDFASTSanalysis method) (corrai.sensitivity.Sanalysis method) (corrai.sensitivity.SobolSanalysis method)

add_samples() (corrai.sampling.Sample method) analyze() (corrai.sensitivity.FASTSanalysis method) (corrai.sensitivity.MorrisSanalysis method) (corrai.sensitivity.RBDFASTSanalysis method) (corrai.sensitivity.Sanalysis method) (corrai.sensitivity.SobolSanalysis method) append_sample_from_param_dict() (corrai.sampling.Sampler method)

C

corrai.base.metrics module

cv_rmse() (in module corrai.base.metrics)

D

diff_evo_minimize() (corrai.optimize.SciOptimizer method)

E

evaluate() (corrai.optimize.ModelEvaluator method)

F

FASTSampler (class in corrai.sampling) FASTSanalysis (class in corrai.sensitivity)

feature_names_in_ (corrai.surrogate.MultiModelSO property) fine_tune() (corrai.surrogate.MultiModelSO method), [1] fit() (corrai.surrogate.MultiModelSO method), [1]

G

get_aggregated_time_series() (corrai.sampling.Sample method) get_dimension_less_values() (corrai.sampling.Sample method) get_feature_importance() (corrai.surrogate.MultiModelSO method) get_initial_values() (corrai.optimize.ModelEvaluator method) get_list_parameter_value_pairs() (corrai.sampling.Sample method) get_model() (corrai.surrogate.MultiModelSO method), [1] get_parameters_intervals() (corrai.sampling.Sample method)

get_pending_index() (corrai.sampling.Sample method) get_property_from_param() (corrai.base.model.Model method), [1] get_property_values() (corrai.base.model.Model method), [1] (corrai.fmu.ModelicaFmuModel method) get_salib_problem() (corrai.sampling.RealSampler method), [1] get_score_df() (corrai.sampling.Sample method) get_static_results_as_df() (corrai.sampling.Sample method)

I

init_value (corrai.base.parameter.Parameter attribute) interval (corrai.base.parameter.Parameter attribute)

intervals (corrai.optimize.ModelEvaluator property) is_dynamic (corrai.sampling.Sample attribute)

L

LHSSampler (class in corrai.sampling)

M

min_max_interval (corrai.base.parameter.Parameter attribute) minimize() (corrai.optimize.SciOptimizer method) MixedProblem (class in corrai.optimize) Model (class in corrai.base.model) model_property (corrai.base.parameter.Parameter attribute) ModelEvaluator (class in corrai.optimize)

ModelicaFmuModel (class in corrai.fmu) ModelTrainer (class in corrai.surrogate) module corrai.base.metrics MorrisSampler (class in corrai.sampling) MorrisSanalysis (class in corrai.sensitivity) MultiModelSO (class in corrai.surrogate)

N

name (corrai.base.parameter.Parameter attribute)

nmbe() (in module corrai.base.metrics)

P

Parameter (class in corrai.base.parameter) parameters (corrai.optimize.SciOptimizer property) (corrai.sampling.Sample attribute) (corrai.sampling.Sampler property) (corrai.sensitivity.Sanalysis property) plot_bar() (corrai.sensitivity.FASTSanalysis method) (corrai.sensitivity.MorrisSanalysis method) (corrai.sensitivity.RBDFASTSanalysis method) (corrai.sensitivity.SobolSanalysis method) plot_dynamic_metric() (corrai.sensitivity.FASTSanalysis method) (corrai.sensitivity.MorrisSanalysis method) (corrai.sensitivity.RBDFASTSanalysis method) (corrai.sensitivity.SobolSanalysis method)

plot_hist() (corrai.sampling.Sample method) plot_pcp() (corrai.sampling.Sample method) plot_s2_matrix() (corrai.sensitivity.SobolSanalysis method) plot_sample() (corrai.sampling.Sample method) plot_scatter() (corrai.sensitivity.MorrisSanalysis method) predict() (corrai.surrogate.MultiModelSO method), [1] ptype (corrai.base.parameter.Parameter attribute)

R

RBDFASTSampler (class in corrai.sampling) RBDFASTSanalysis (class in corrai.sensitivity) RealContinuousProblem (class in corrai.optimize) RealSampler (class in corrai.sampling)

relabs (corrai.base.parameter.Parameter attribute) results (corrai.optimize.SciOptimizer property) (corrai.sampling.Sample attribute) (corrai.sampling.Sampler property) (corrai.sensitivity.Sanalysis property)

S

salib_plot_bar() (corrai.sensitivity.Sanalysis method) salib_plot_dynamic_metric() (corrai.sensitivity.Sanalysis method) salib_plot_matrix() (corrai.sensitivity.Sanalysis method) Sample (class in corrai.sampling) sample (corrai.optimize.SciOptimizer property) (corrai.sensitivity.Sanalysis property) Sampler (class in corrai.sampling) Sanalysis (class in corrai.sensitivity) save() (corrai.base.model.Model method), [1] (corrai.fmu.ModelicaFmuModel method) scalar_minimize() (corrai.optimize.SciOptimizer method) SciOptimizer (class in corrai.optimize) scipy_obj_function() (corrai.optimize.ModelEvaluator method)

scipy_scalar_obj_function() (corrai.optimize.ModelEvaluator method) set_fit_request() (corrai.surrogate.MultiModelSO method) set_predict_request() (corrai.surrogate.MultiModelSO method) set_property_values() (corrai.fmu.ModelicaFmuModel method) set_score_request() (corrai.surrogate.MultiModelSO method) simulate() (corrai.base.model.Model method), [1] (corrai.fmu.ModelicaFmuModel method) (corrai.surrogate.StaticScikitModel method) simulate_at() (corrai.sampling.Sampler method) simulate_parameter() (corrai.base.model.Model method), [1] simulate_pending() (corrai.sampling.Sampler method) SobolSampler (class in corrai.sampling) SobolSanalysis (class in corrai.sensitivity) StaticScikitModel (class in corrai.surrogate)

T

test_cvrmse_score (corrai.surrogate.ModelTrainer property)

test_nmbe_score (corrai.surrogate.ModelTrainer property) train() (corrai.surrogate.ModelTrainer method)

V

values (corrai.base.parameter.Parameter attribute) (corrai.optimize.SciOptimizer property) (corrai.sampling.Sample attribute) (corrai.sampling.Sampler property) (corrai.sensitivity.Sanalysis property)