debug-calibration

Hydrological calibration scores stay flat or stuck when parameter application, model execution, or metric calculation fails within the SYMFLUENCE framework. This Skill diagnoses these issues by examining the optimizer, worker tasks, and metric computations to identify the root cause.

Debug calibration worker crashes by examining the SYMFLUENCE worker tasks and model execution stages. This Skill provides a comprehensive fault-tree analysis to diagnose whether worker failures stem from parameter mismatches or model execution errors.

Fault-tree analysis for hydrological model calibration debugging systematically examines the SYMFLUENCE calibration loop, including the optimizer, worker, and metric computation stages, to isolate whether issues lie with parameter application, model execution, or metric calculation.

Yes, diagnosing SYMFLUENCE calibration issues requires access to SYMFLUENCE model files and configurations. The Skill examines optimizer, worker task, and metric calculation setups to properly identify parameter optimization and workflow management problems.

Fix regionalization problems in SYMFLUENCE calibration runs by using the fault-tree debugging approach to trace issues across the optimizer, worker, and metric computation stages. This Skill helps determine if regionalization failures originate from parameter mismatches or metric calculation errors.