Energy consumption analysis and prediction in exercise training based on accelerometer sensors and deep learning

Abstract This study aims to enhance the accuracy and efficiency of energy consumption prediction during exercise training and address the limitations of existing methods in terms of data feature extraction, model complexity, and adaptability to practical applications. This study proposes an optimize...

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Bibliographic Details
Main Authors: Zhangjian Guo, Tongling Wang, Shuxun Chi, Li Huang
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-04380-y
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