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Overview of Body Sway Data Analysis

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Overview of Body Sway Data Analysis. Robert Harrington. Winter 2003. Goals. Ultimate goal: to determine likelihood of a person's falling by analyzing small ... – PowerPoint PPT presentation

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Title: Overview of Body Sway Data Analysis


1
Overview of Body Sway Data Analysis
  • Robert Harrington
  • Winter 2003

2
Goals
  • Ultimate goal to determine likelihood of a
    persons falling by analyzing small motion while
    standing

FOR MORE INFO...
Prof. David Garelick Northeastern
University 617.373.2936
3
Body Position versus Time
4
Fourier Transform
5
Fourier Transform of Data (cont.)
6
Fourier Transform of Data (cont.)
7
Fourier Transform of Data (cont.)
8
Fourier Transform of Data (cont.)
9
Fourier Transform of Data (cont.)
10
Difficulties with Fourier transform
  • No statistically meaningful differences
    between fallers and non-fallers
  • Fixed range of frequencies
  • 1/(2?t) to 1/(2?t)
  • Does not directly include exponential
    damping

11
Proposed Model
  • Body can be modeled as a simple spring with the
    restoring force proportional to the displacement
    at an earlier time
  • F - k x ( t - ? )
  • This model gives solutions which have the form
    a e-?t sin(?o t)

12
Laplace Transform
  • Allows determination of exponential damping term
  • Problem Discrete Laplace Transform very
    difficult

13
Laplace Transform graph
14
Laplace Transform (cont.)
15
Laplace Transform problem
  • Analytical solution with non-infinite
    integration limits gives extra term
  • Extra term depends on limits AND position in
    frequency space
  • Creates peaks at spurious frequencies
  • As limit goes to infinity, peaks converge to one
    at the correct frequency

16
Laplace Transform problem
17
Laplace Transform problem
18
Current Status
  • Analysis of Fourier peak-widths to determine
    exponential damping term
  • Fitting curves to function, using model to
    predict ? corresponding to know Fourier peaks
    (parameter ?)
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