osmose.calibration.preflight

Pre-flight sensitivity analysis for OSMOSE calibration.

Validates calibration parameters before optimization runs using Morris screening and optional Sobol analysis to detect negligible parameters, blow-ups, flat objectives, and tight bounds.

Functions

detect_issues(screening[, sobol_result, ...])	Classify preflight screening + Sobol indices into actionable issues.
make_preflight_eval_fn(free_params, ...[, ...])	Create an evaluation function suitable for run_preflight().
run_morris_screening(param_names, ...[, ...])	Run Morris elementary-effects screening.
run_preflight(param_names, param_bounds, ...)	Run two-stage pre-flight sensitivity analysis (Morris + Sobol).

Classes

IssueCategory(*values)	Category of a pre-flight issue.
IssueSeverity(*values)	Severity level of a pre-flight issue.
ParameterScreening(key, mu_star, sigma, ...)	Morris screening result for a single parameter.
PreflightIssue(category, severity, ...)	A single issue detected by the pre-flight analysis.
PreflightResult(screening, sobol, issues, ...)	Aggregated result of a pre-flight analysis run.

Exceptions

PreflightEvalError(*args[, stage])

Raised when >50 % of preflight samples fail to evaluate.