Prediction of Vertical Ground Reaction Forces Under Different Running Speeds: Integration of Wearable IMU with CNN-xLSTM

Prediction of Vertical Ground Reaction Forces Under Different Running Speeds: Integration of Wearable IMU with CNN-xLSTM

Traditional methods for collecting ground reaction forces (GRFs) mainly use lab force plates. Previous research broke this pattern by predicting GRFs with deep learning and data from IMUs like joint acceleration. Joint angle, as a geometric, is easier to collect than acceleration outdoors with camer...

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Bibliographic Details
Main Authors: Tianxiao Chen, Datao Xu, Zhifeng Zhou, Huiyu Zhou, Shirui Shao, Yaodong Gu
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Sensors
Subjects:
running
ground reaction force
wearable IMU
deep learning
biomechanics prediction
xLSTM
Online Access:https://www.mdpi.com/1424-8220/25/4/1249

Internet

https://www.mdpi.com/1424-8220/25/4/1249

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