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Would a thermal sensor improve arm motion classification accuracy of a single wrist-mounted inertial device?

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Figure

Table 1 24 protocol motions
Fig. 1 Device images. a Device on table, showing thermal sensor (1) and main unit (2)
Table 2 Summary of  secondary features calculated on  each sensor channel (primary feature)
Fig. 3 Signal processing steps for 3 different motions. Each row is a different motion
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