TY - GEN
T1 - Photoplethysmography Based Blood Glucose Estimation Using Convolutional Neural Networks
AU - Alghlayini, Saifeddin
AU - Hosni, Asmaa
AU - Atef, Mohamed
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - This paper introduces the design and measurements for non-invasive blood glucose level (BGL) estimation using a convolutional neural network (CNN) based on photoplethysmography (PPG). The prototype consists of a PPG sensor connected to a microcontroller (MCU) Arduino Nano 33 BLE Sense. The PPG-only based CNN model deployed on the MCU showed 89.28% of the predicted samples in zone A of a Clarke error grid (CEG). When the mean power spectrum feature from PPG signals was included, the results demonstrated an improvement in the accuracy to be 92.85%. The proposed system is real-time and non-invasive that can be used to replace the existing invasive glucometers.
AB - This paper introduces the design and measurements for non-invasive blood glucose level (BGL) estimation using a convolutional neural network (CNN) based on photoplethysmography (PPG). The prototype consists of a PPG sensor connected to a microcontroller (MCU) Arduino Nano 33 BLE Sense. The PPG-only based CNN model deployed on the MCU showed 89.28% of the predicted samples in zone A of a Clarke error grid (CEG). When the mean power spectrum feature from PPG signals was included, the results demonstrated an improvement in the accuracy to be 92.85%. The proposed system is real-time and non-invasive that can be used to replace the existing invasive glucometers.
KW - Blood Glucose Level (BGL)
KW - Convolutional Neural Network (CNN)
KW - Deep Learning
KW - Machine Learning
KW - Microcontroller (MCU)
KW - Photoplethysmography (PPG)
KW - Wearable Device
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U2 - 10.1109/ASET56582.2023.10180655
DO - 10.1109/ASET56582.2023.10180655
M3 - Conference contribution
AN - SCOPUS:85167425290
T3 - 2023 Advances in Science and Engineering Technology International Conferences, ASET 2023
BT - 2023 Advances in Science and Engineering Technology International Conferences, ASET 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 Advances in Science and Engineering Technology International Conferences, ASET 2023
Y2 - 20 February 2023 through 23 February 2023
ER -