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Sobol index

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Model Perspective
Model Perspective
Apr 15, 2024 · Fundamentals

Unlocking Model Insights: A Practical Guide to Sobol Sensitivity Analysis

This article introduces the concept and various methods of sensitivity analysis—including one‑factor, multi‑factor, variance‑based, and Monte Carlo approaches—explains Sobol indices, outlines step‑by‑step procedures, and demonstrates their application with a Python case study on urban air‑quality modeling.

PythonSobol indexair quality
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Unlocking Model Insights: A Practical Guide to Sobol Sensitivity Analysis