Taming the Variability of Soft Sensors

This study explored the use of a soft sensor made of carbon polymer (CP) on a smart wristband, to profile the subtle deformation of the wrist during hand gestures. To address these 3 issues using the CP sensors - (1) hysteresis, (2) varying response time and (3) variation in sensor, material decay, wrist size and wristband drift, a fusion-based folding point algorithm, a data collection strategy, and two calibration methods are proposed and experimented. 83%, 80%, 69% and 63% accuracy can be seen testing with data collected from the same session, from another session, from another wristband and from another user.

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Publication Details

Published
2024-10-22
DOI
https://doi.org/10.1145/3698388.3699627
Primary Topic
Analytical Chemistry and Sensors
Type
article
Field-Weighted Citation Impact
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article

Taming the Variability of Soft Sensors

Kate Ching‐Ju Lin, Polly Huang, Hsuan-Ying Liu, Ling‐Jyh Chen et al.
Analytical Chemistry and Sensors
article

Taming the Variability of Soft Sensors

Kate Ching‐Ju Lin, Polly Huang, Hsuan-Ying Liu, Ling‐Jyh Chen, Chien-Ti Hsiao, Yan-Chi Lu, Tuan-Shu Ho
article en

Abstract

This study explored the use of a soft sensor made of carbon polymer (CP) on a smart wristband, to profile the subtle deformation of the wrist during hand gestures. To address these 3 issues using the CP sensors - (1) hysteresis, (2) varying response time and (3) variation in sensor, material decay, wrist size and wristband drift, a fusion-based folding point algorithm, a data collection strategy, and two calibration methods are proposed and experimented. 83%, 80%, 69% and 63% accuracy can be seen testing with data collected from the same session, from another session, from another wristband and from another user.

National Yang Ming Chiao Tung University (TW), National Taiwan University (TW), Academia Sinica (TW)
Openalex Percentile: Top 81%
Analytical Chemistry and Sensors
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