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Colin Barry

Publications and source records attributed to Colin Barry.

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Smartphone Vibrometric Force Estimation for Grip Related Strength Measurements

Hand grip strength is a widely used clinical biomarker linked to mobility, frailty, surgical outcomes, and overall health. This work explores a novel, phone only approach for estimating grip related force using a smartphone's built in vibration motor and inertial measurement unit. When the phone vibrates, applied finger force modulates the amplitude of high frequency accelerometer and gyroscope signals through Vibrometric Force Estimation. We profiled a Google Pixel 4 using synchronized IMU data and ground truth force measurements across varied force trajectories, then trained ridge regression models for both absolute and relative force prediction. In 15 fold hold one out validation, absolute force estimation achieved a mean absolute error of 1.88 lbs, while relative force estimation achieved a mean error of 10.1%. Although the method captures pinch type force rather than standardized full hand HGS, the results demonstrate the feasibility of smartphone based strength assessment using only on device sensors. This approach may enable large scale, low burden functional health measurements once profiling is completed for major smartphone models.

cs.HC

Development of a One Dollar Blood Pressure Monitor

BPClip is an ultra-low-cost cuffless blood pressure monitor. As a universal smartphone attachment, BPClip leverages the computational imaging power of smartphones to perform oscillometry based blood pressure measurements. This paper examines different design considerations in BPClip's development. The cost and accuracy of blood pressure measurements are the central design goals. Both of these requirements are achieved with the initial prototype that achieves a $0.80 USD material cost and a mean absolute error of 8.72 and 5.49 mmHg for systolic and diastolic blood pressure, respectively. Since a main motivator to develop BPClip is making blood pressure monitoring more accessible, usability is also central to the design. User studies were conducted throughout the design process to inform the most intuitive and accessible design features. In this paper, we demystify the design process to share effective design practices with future developers working towards expanding health monitoring access beyond traditional clinical settings.

eess.SP