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A Novel Approach for Improving Gait Speed Estimation Using a Single Inertial Measurement Unit Embedded in a Smartphone: Validity and Reliability Study.

Pei-An LeeWanting YuJunhong ZhouTimothy TsaiBrad ManorOn-Yee Lo
Published in: JMIR mHealth and uHealth (2024)
The inverted pendulum approach is a valid and reliable method for estimating gait speed from a smartphone IMU placed in the pockets of younger and older adults. Adjusting step length by a coefficient derived from the original estimation of step length successfully removed bias and improved the accuracy of gait speed estimation. This novel method has potential applications in various settings and populations, though fine-tuning may be necessary for specific data sets.
Keyphrases
  • cerebral palsy
  • physical activity
  • air pollution
  • big data
  • magnetic resonance imaging
  • computed tomography
  • machine learning
  • climate change
  • deep learning
  • data analysis