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SincMotion MATLAB

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A MATLAB implementation of algorithms for gait and balance assessment using an inertial measurement unit. This library is a reference implementation of the SincMotion Kotlin Multiplatform library.

Library Structure

  • core:
    • Gait estimator based on inverted-pendulum gait model1 and wavelet-based time-of-contact estimator2 for continuous inertial measurement gait data. It estimates,
      • Gait symmetry index3
      • Step lengths
      • Left step lengths
      • Right step lengths
      • Step times
      • Left step times
      • Right step times
    • Postural stability estimator for continuous inertial measurement data from static standing tasks such as standing on firm surface with eyes closed. It estimates:
      • Stability
      • Stability mediolateral
      • Stability anterior posterior
  • gaitandbalance: Reference implementation of the motion analysis algorithms of the Gait&Balance app.4

Quick Start

Try the gaitandbalance algorithms on example data using InspectGnBComfortableGaitFile.m and InspectGnBStaticTaskFile.m functions.

Dependencies

This library uses rafat/wavelib for wavelet-based denoising. rafat/wavelib is implemented in C and must be compiled before usage. See provisioning diff_cwtft for compilation instructions.

References

  1. Zhao Q, Zhang B, Wang J, Feng W, Jia W, Sun M. Improved method of step length estimation based on inverted pendulum model. International Journal of Distributed Sensor Networks. 2017;13(4). doi:10.1177/1550147717702914
  2. McCamley J, Donati M, Grimpampi E, Mazzà C. An enhanced estimate of initial contact and final contact instants of time using lower trunk inertial sensor data. Gait Posture. 2012 Jun;36(2):316-8. doi: 10.1016/j.gaitpost.2012.02.019. Epub 2012 Mar 31. PMID: 22465705.
  3. Zhang, W.; Smuck, M.; Legault, C.; Ith, M.A.; Muaremi, A.; Aminian, K. Gait Symmetry Assessment with a Low Back 3D Accelerometer in Post-Stroke Patients. Sensors 2018, 18, 3322. doi: 10.3390/s18103322
  4. Rashid, U.; Barbado, D.; Olsen, S.; Alder, G.; Elvira, J.L.L.; Lord, S.; Niazi, I.K.; Taylor, D. Validity and Reliability of a Smartphone App for Gait and Balance Assessment. Sensors 2022, 22, 124. 10.3390/s22010124

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