SAFARI Framework: Simulated IMU Fatigue Dataset and Pipeline Code for Real-Time Neuromuscular and Metabolic Fatigue Classification
Description
Dataset and pipeline code for the SAFARI (Stochastic Adaptive Fitness-Aware
Real-time Inference) framework for real-time neuromuscular and metabolic
fatigue classification in sprint and jump athletes.
Contents:
- generate_imu_data_v2.py: Simulated IMU dataset generator (9 subjects,
540,000 samples, 6 channels at 100 Hz) with temporal fatigue injection
calibrated to published biomechanical effect sizes
- safari_diagnostics.py: Full data diagnostics pipeline
- safari_full_v3.py: Complete SAFARI pipeline including entropy feature
extraction, OC-SVM anomaly detection, Banister adaptive thresholding,
and four-state fatigue classification
- imu_prepared_v3.csv: Prepared dataset (winsorised, labelled)
- safari_results_v3.csv: Primary results (AUC-ROC 0.9820, F1 0.8835)
Related publication: Moroke, K.M.; Moroke, N.D. Real-Time Neuromuscular and
Metabolic Fatigue Classification in Sprint and Jump Athletes: The SAFARI
Framework. Sports (MDPI), 2026 (submitted).
Files
files(19).zip
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Additional details
Related works
- Is supplemented by
- Dataset: 10.5281/zenodo.20357706 (DOI)
Software
- Repository URL
- https://zenodo.org/records/20357706