Key result
A covered photodetector showed high linear correlation with a three-axis accelerometer for motion artifact detection, with r=0.999 in steady-state and r=0.794-0.998 during motion.
Why the study?
Three-axis accelerometers used in adaptive noise cancellation have failed to achieve the expected level of motion artifact detection required for accurate processing of wearable sensor signals.
A covered photodetector shows high linear correlation with a three-axis accelerometer for motion artifact detection, suggesting it could be a cost-efficient alternative for processing photoplethysmograph signals.
Until now, the three-axis accelerometer (ACC) has been the major way of reflecting the motion artifact (MA) that is normally adopted in the Adaptive Noise Cancellation (ANC); however, this technique has failed to achieve the expected level of MA required for accurate processing. In this study, a covered photodetector (CPD) was investigated for possible usage in MA detection; this approach was considered as a way of unifying the sources of the generated desired & MA signals such that electronic noise differences can be avoided. At first, the two devices (ACC & CPD) were tied together, subjected to various forms of motions, and monitored for amplitude fluctuations (AFs) that respond in the time domain; the linear correlation coefficient (r) was also observed. The evaluation results showed the validity of the suggested method via pointing a rapprochement in AFs. In a steady-state, the estimated r value was 0.999 while in motion states, the r-value ranged from 0.998 - 0.794 in relation to changes in movements. Replacing the ACC by the CPD, such a concept can be implemented for processing Photoplethysmograph signals within ANC to achieve a cost-efficient accurate medical diagnosis.
No takes yet. Share an insight, caveat, or question.
Hasan et al. (2021) studied Motion artifact in medical wearable sensors. Covered photodetector (CPD) vs. Three-axis accelerometer (ACC) was evaluated on Linear correlation coefficient (r) of amplitude fluctuations (r 0.794-0.999). A covered photodetector showed high linear correlation with a three-axis accelerometer for motion artifact detection, with r=0.999 in steady-state and r=0.794-0.998 during motion.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: