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Balance Assessment Using a Smartwatch Inertial Measurement Unit with Principal Component Analysis for Anatomical
Benjamin M Presley1, Jeffrey C Sklar2, Scott J Hazelwood1,3
1Mechanical Engineering, College of Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA.
Smartwatch inertial measurement units (IMUs) with functional calibration accurately assess balance, enabling convenient at-home posturography. This technology offers a viable alternative to traditional methods for various patient groups.
Area of Science:
- Biomedical Engineering
- Rehabilitation Technology
- Wearable Sensors
Background:
- Posturography is crucial for assessing balance impairments in populations like the elderly and TBI patients.
- Current inertial measurement unit (IMU)-based posturography relies on precise sensor placement, often limiting usability.
- Anatomical calibration methods are underutilized in IMU-based posturography.
Purpose of the Study:
- To evaluate the efficacy of functional calibration for smartwatch-based IMU posturography.
- To compare balance metrics from a smartwatch IMU against a strictly placed IMU.
- To determine the feasibility of wearable technology for at-home balance assessment.
Main Methods:
- Functional calibration was applied to align smartwatch IMU sensors with body segments.
- Balance-related metrics were collected using both a calibrated smartwatch IMU and a strictly placed IMU.
- Pearson correlation coefficients and statistical significance were used to compare the data.
Main Results:
- Strong correlations (r = 0.861-0.970, p < 0.001) were found between smartwatch and strictly placed IMU posturography scores.
- The smartwatch IMU detected significant variance (p < 0.001) in mediolateral acceleration and anterior-posterior rotation data.
- Functional calibration proved effective in mitigating issues related to precise IMU placement.
Conclusions:
- Functional calibration enables accurate and reliable balance assessment using smartwatch IMUs.
- This approach overcomes key limitations of current inertial-based posturography.
- Wearable, at-home balance assessment technology is now a realistic possibility.
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