A 186\mu \mathrm Glucose Monitoring SoC using Near-Infrared Photoplethysmography
A glucose monitoring SoC based on near-infrared Photoplethysmography (PPG) is presented. It integrates fully differential AFE with nonlinear support-vector-machine regression (NSVMR). The AFE utilizes chopper to reduce input-referred current noise by 57%, and trans-impedance amplifier input impedanc...
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Published in | 2020 IEEE Asian Solid-State Circuits Conference (A-SSCC) pp. 1 - 4 |
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Main Authors | , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
09.11.2020
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Subjects | |
Online Access | Get full text |
DOI | 10.1109/A-SSCC48613.2020.9336124 |
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Abstract | A glucose monitoring SoC based on near-infrared Photoplethysmography (PPG) is presented. It integrates fully differential AFE with nonlinear support-vector-machine regression (NSVMR). The AFE utilizes chopper to reduce input-referred current noise by 57%, and trans-impedance amplifier input impedance by 90%, thus allows 115dB dynamic range. The NSVMR is realized using the piecewise linear floating-point exponential, which decreases the area by 27% compared to conventional implementations. The 6mm 2 SoC in 0.18um CMOS consumes 186 \mu \mathrm{W} and reduces the mean absolute relative difference (mARD) by 30% verified on 200 subjects. |
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AbstractList | A glucose monitoring SoC based on near-infrared Photoplethysmography (PPG) is presented. It integrates fully differential AFE with nonlinear support-vector-machine regression (NSVMR). The AFE utilizes chopper to reduce input-referred current noise by 57%, and trans-impedance amplifier input impedance by 90%, thus allows 115dB dynamic range. The NSVMR is realized using the piecewise linear floating-point exponential, which decreases the area by 27% compared to conventional implementations. The 6mm 2 SoC in 0.18um CMOS consumes 186 \mu \mathrm{W} and reduces the mean absolute relative difference (mARD) by 30% verified on 200 subjects. |
Author | Hina, Aminah Saadeh, Wala |
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Snippet | A glucose monitoring SoC based on near-infrared Photoplethysmography (PPG) is presented. It integrates fully differential AFE with nonlinear... |
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SubjectTerms | Diabetes Glucose glucose estimation Impedance Monitoring non-invasive sensing Photoplethysmography Photoplethysmography (PPG) Sensors Solid state circuits Support vector machines wearable sensor |
Title | A 186\mu \mathrm Glucose Monitoring SoC using Near-Infrared Photoplethysmography |
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