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  4. Sensorimotor Time Delay Estimation by EMG Signal Processing in People Living with Spinal Cord Injury

Sensorimotor Time Delay Estimation by EMG Signal Processing in People Living with Spinal Cord Injury

Sensors, 2023 · DOI: 10.3390/s23031132 · Published: January 18, 2023

Spinal Cord InjuryNeurologyBiomechanics

Simple Explanation

Neuro mechanical time delay is inevitable in the sensorimotor control of the body due to sensory, transmission, signal processing and muscle activation delays. In essence, time delay reduces stabilization efficiency, leading to system instability (e.g., falls). For this reason, estimation of time delay in patients such as people living with spinal cord injury (SCI) can help therapists and biomechanics to design more appropriate exercise or assistive technologies in the rehabilitation procedure.

Study Duration
Not specified
Participants
Seven complete SCI individuals
Evidence Level
Not specified

Key Findings

  • 1
    The results demonstrated that the TKEO technique could efficiently remove the electrocardiogram (ECG) and motion artifacts compared with the simple classical filtering approach.
  • 2
    However, the first and second strategies failed to find muscle onset in several trials, which shows the weakness of these two strategies.
  • 3
    The time–frequency techniques (cepstral analysis and power spectrum) estimated longer activation onset compared with the other two strategies in the time domain, which we associate with lower-frequency movement in the maintaining of sitting stability.

Research Summary

In this study, we aim to estimate the muscle onset activation in SCI people by four strategies on EMG data. Seven complete SCI individuals participated in this study, and they maintained their stability during seated balance after a mechanical perturbation exerting at the level of the third thoracic vertebra between the scapulas. The estimated time delay can be used in developing a sensory motor control model of the body.

Practical Implications

Rehabilitation Strategies

The estimated time delay can help therapists and biomechanics to design more appropriate exercise during or after rehabilitation procedures.

Assistive Technologies

The estimated time delay can help therapists and biomechanics to develop assistive technologies based on understanding the underlying mechanism of the body sensorimotor control system.

Model Development

The estimated time delay can be used in developing models of people living with SCI maintaining their sitting stability.

Study Limitations

  • 1
    Small sample size of seven participants.
  • 2
    Perturbation amplitude was not normalized.
  • 3
    Variability in upper limb motion due to lack of specific instructions.

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