Estimating within-stride metabolic cost from stride-average data using autoencoders and expander networks

IntroductionBiomechanical changes due to aging increase the oxygen consumption of walking by over 30%. When this is coupled with reduced oxygen uptake capacity, the ability to sustain walking becomes compromised. This reduced physical activity and mobility can lead to further physical degeneration a...

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Bibliographic Details

Published in:	Frontiers in Bioengineering and Biotechnology
Main Authors:	Manal Mustafa, Alex C. Dzewaltowski, Philippe Malcolm, Keegan J. Moore
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-06-01
Subjects:	walking biomechanics energetics machine learning system identification
Online Access:	https://www.frontiersin.org/articles/10.3389/fbioe.2025.1579085/full