Adaptive notch filter for pathological tremor suppression using permanent magnet linear motor. (November 2019)
- Record Type:
- Journal Article
- Title:
- Adaptive notch filter for pathological tremor suppression using permanent magnet linear motor. (November 2019)
- Main Title:
- Adaptive notch filter for pathological tremor suppression using permanent magnet linear motor
- Authors:
- Zamanian, Amir Hosein
Richer, Edmond - Abstract:
- Highlights: A slotted linear motor with an adaptive notch filter was used to suppress tremor. We compensated undesired forces like the cogging and back electromotive forces. A wavelet analysis compared controller performances in the time-frequency domain. The tremor suppression was 97.0% and 79.8% for the first two tremor components. The power efficiency was considerably smaller than the pneumatic actuators. Abstract: Tremor is a progressive neurological disease involving involuntary rhythmic muscle movements and oscillations of the human body parts by alternating contractions of muscles. Tremor is a common symptom that can severely limit the independence of affected individuals and their ability to perform activities of daily living. In this paper, a permanent magnet linear motor (PMLM) and a notch filter with an adaptive frequency estimator are employed to suppress pathological tremor. The effects of undesired intrinsic forces exhibited by the use of PMLM were minimized by development and parameter identification of a dynamic force model. The experimental evaluation of a real-time adaptive tremor identification and suppression controller was performed in a human joints emulator using recorded signals from participants with Parkinson's disease and essential tremor. We employed wavelet transform to analyze the tremor signals and the performance of the controller in the time-frequency domain. Experimental results showed an average tremor suppression of 30.51 dB (97.0%) andHighlights: A slotted linear motor with an adaptive notch filter was used to suppress tremor. We compensated undesired forces like the cogging and back electromotive forces. A wavelet analysis compared controller performances in the time-frequency domain. The tremor suppression was 97.0% and 79.8% for the first two tremor components. The power efficiency was considerably smaller than the pneumatic actuators. Abstract: Tremor is a progressive neurological disease involving involuntary rhythmic muscle movements and oscillations of the human body parts by alternating contractions of muscles. Tremor is a common symptom that can severely limit the independence of affected individuals and their ability to perform activities of daily living. In this paper, a permanent magnet linear motor (PMLM) and a notch filter with an adaptive frequency estimator are employed to suppress pathological tremor. The effects of undesired intrinsic forces exhibited by the use of PMLM were minimized by development and parameter identification of a dynamic force model. The experimental evaluation of a real-time adaptive tremor identification and suppression controller was performed in a human joints emulator using recorded signals from participants with Parkinson's disease and essential tremor. We employed wavelet transform to analyze the tremor signals and the performance of the controller in the time-frequency domain. Experimental results showed an average tremor suppression of 30.51 dB (97.0%) and 13.89 dB (79.8%) in the first and second tremor frequency components, respectively. The average resistance induced by the orthotic mechanism against the voluntary motion was 0.36 N, and a 7.74 dB reduction with an active force compensator was observed. Compared to a servo-pneumatic actuator, a PMLM offers higher energy efficiency at a comparable suppression performance. … (more)
- Is Part Of:
- Mechatronics. Volume 63(2019)
- Journal:
- Mechatronics
- Issue:
- Volume 63(2019)
- Issue Display:
- Volume 63, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 63
- Issue:
- 2019
- Issue Sort Value:
- 2019-0063-2019-0000
- Page Start:
- Page End:
- Publication Date:
- 2019-11
- Subjects:
- Tremor suppression -- Adaptive notch filter -- Linear motors -- Wavelet analysis -- Orthotics -- Identification -- Biomechanics
Computer integrated manufacturing systems -- Periodicals
Flexible manufacturing systems -- Periodicals
Mechatronics -- Periodicals
Productique -- Périodiques
Fabrication, Systèmes flexibles de -- Périodiques
Mécatronique -- Périodiques
Computer integrated manufacturing systems
Flexible manufacturing systems
Mechatronics
Periodicals
629.89 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09574158 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.mechatronics.2019.102273 ↗
- Languages:
- English
- ISSNs:
- 0957-4158
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5424.620220
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