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UTS-Capstone-ML-IMU-Gait-Analysis

UTS Capstone utilizing machine learning to classify gait pattern

PLATFORM

Construct IMU Platform (to test and place on body = IMU + battery) Three Calibration Modes:

  • Sitting/Standing
  • Walking
  • Running

WIRELESS IMPLEMENTATION

Implement using LabView wirelessly via Bluetooth Using K means clustering

  • Organise data plots
    • Each individual gait test e.g. walking

TESTING ENVIRONMENT

Perform test in an environment of constant temperature No external factors such as: wind, air con, heater

Placement of Gait Sensor

  • Since utilizing 3-axis accelerometers only, will require that sensor to be placed where the swing occurs during gait as walking and running have a very distinct acceleration during the gait.
  • Ankle
  • Base of foot #1

Build Platform

CALIBRATION

Use auto-calibration of output of IMU in LabVIEW

  • K-means clustering to filter outputs
    • If/For statements to determine which movement is occurring i.e. walking, running or standing.
    • Each mode has a separate screen to display activity OR
    • One screen and multiple plots (Walking, Running, Standing

Walking Calibration

  • Set a threshold value i.e. a certain magnitude of acceleration specific to walking (repeat for running)
  • Code that all other samples to be Stationary/Standing/Sitting

MISC

  • How to read IMU data from LabVIEW
  • How to export data to LabVIEW

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