Evaluating Sparse Inertial Measurement Unit Configurations for Inferring Treadmill Running Motion

Evaluating Sparse Inertial Measurement Unit Configurations for Inferring Treadmill Running Motion

Inertial measurement units (IMUs) are used to analyze running performance. While leveraging one sensor to estimate kinematic and kinetic variables is common, sparsity limits the number of digital biomarkers that can be evaluated. Shallow recurrent decoder networks (SHRED) can reconstruct a dense set...

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Bibliographic Details
Main Authors: Mackenzie N. Pitts, Megan R. Ebers, Cristine E. Agresta, Katherine M. Steele
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Sensors
Subjects:
IMU
machine learning
running
sparse sensing
accelerometer
sampling rate
Online Access:https://www.mdpi.com/1424-8220/25/7/2105
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