Quantifying upper limb tremor in people with multiple sclerosis using Fast Fourier Transform based analysis of wrist accelerometer signals. (January 2021)
- Record Type:
- Journal Article
- Title:
- Quantifying upper limb tremor in people with multiple sclerosis using Fast Fourier Transform based analysis of wrist accelerometer signals. (January 2021)
- Main Title:
- Quantifying upper limb tremor in people with multiple sclerosis using Fast Fourier Transform based analysis of wrist accelerometer signals
- Authors:
- Teufl, Stefan
Preston, Jenny
van Wijck, Frederike
Stansfield, Ben - Abstract:
- Introduction: Tremor is a disabling symptom of Multiple Sclerosis (MS). The development of objective methods of tremor characterisation to assess intervention efficacy and disease progression is therefore important. The possibility of using a Fast Fourier Transform (FFT) method for tremor detection was explored. Methods: Acceleration from a wrist-worn device was analysed using FFTs to identify and characterise tremor magnitude and frequency. Processing parameters were explored to provide insight into the optimal algorithm. Participants wore a wrist tri-axial accelerometer during 9 tasks. The FAHN clinical assessment of tremor was used as the reference standard. Results: Five people with MS and tremor (57.6 ± 15.3 years, 3 F/2M) and ten disease-free controls (42.4 ± 10.9 years, 5 M/5F) took part. Using specific algorithm settings tremor identification was possible (peak frequency 3–15Hz; magnitude greater than 0.06 g; 2 s windows with 50% overlap; using 2 of 3 axes of acceleration), giving sensitivity 0.974 and specificity 0.971 (38 tremor occurrences out of 108 tasks, 1 false positive, 2 false negatives). Tremor had frequency 3.5–13.0 Hz and amplitude 0.07–2.60g. Conclusions: Upper limb tremor in people with MS can be detected using a FFT approach based on acceleration recorded at the wrist, demonstrating the possibility of using this minimally encumbering technique within clinical practice.
- Is Part Of:
- Journal of rehabilitation and assistive technologies engineering. Volume 8(2021)
- Journal:
- Journal of rehabilitation and assistive technologies engineering
- Issue:
- Volume 8(2021)
- Issue Display:
- Volume 8, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 8
- Issue:
- 2021
- Issue Sort Value:
- 2021-0008-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-01
- Subjects:
- Multiple sclerosis -- tremor -- wrist accelerometer sensor -- Fast Fourier Transform analysis -- algorithm development
Rehabilitation technology -- Periodicals
617.03 - Journal URLs:
- http://www.uk.sagepub.com/home.nav ↗
http://jrt.sagepub.com/ ↗ - DOI:
- 10.1177/2055668320966955 ↗
- Languages:
- English
- ISSNs:
- 2055-6683
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
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- 18333.xml