fatigue-life

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aletgn / b-fade

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B-FADE: Bayesian FAtigue moDel Estimator

defects bayesian-inference fracture-mechanics maximum-a-posteriori fatigue-endurance-limit fatigue-life

Updated Nov 12, 2024
Python

DeepanJayaraman / A-Probabilistic-sample-level-ML-based-Safety-Screening-Framework-for-Fatigue-Life

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MATLAB framework for probabilistic S-N curve generation and ML-based fatigue life classification, using L-moments for parameter estimation from small samples.

machine-learning matlab composite-materials probabilistic-analysis l-moments sn-curve fatigue-life

Updated Jun 9, 2026
MATLAB

sumantballi / DATA-DRIVEN-FATIGUE-BEHAVIOR-MODELING-WITH-UNCERTAINTY-QUANTIFICATION-USING-ESMEBLE-LAERNING

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Ensemble gradient-boosting models for fatigue prediction with calibrated prediction intervals and data-split comparison

machine-learning fatigue-analysis uncertainty-quantification gradient-boosting prediction-intervals structural-health-monitoring essemblelearning fatigue-life

Updated May 31, 2025
Jupyter Notebook

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