Non-invasive Blood Glucose Estimation Using Multi-sensor Based Portable and Wearable System

被引：3

作者：

Mahmud, Tasfin ^{[1
]}

Limon, Mehedi Hossen ^{[1
]}

Ahmed, Sabbir ^{[1
]}

Rafi, Mohammad Zunaed ^{[1
]}

Ahamed, Borhan ^{[1
]}

Nitol, Shadman Shahriar ^{[1
]}

Mia, Md Yeasin ^{[1
]}

Choudhury, Rafat Emtiaz ^{[1
]}

Sakib, Adnan ^{[1
]}

Subhana, Arik ^{[1
]}

Shahnaz, Celia ^{[1
]}

机构：

[1] Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1205, Bangladesh

来源：

2019 IEEE GLOBAL HUMANITARIAN TECHNOLOGY CONFERENCE (GHTC) | 2019年

关键词：

non-invasive; blood glucose; diabetes; wearable system; convolutional neural network; multi-sensor based system; photoplethysmography;

D O I：

10.1109/ghtc46095.2019.9033119

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Currently, invasive glucometers are widely used for monitoring blood glucose level. It is required to prick a finger of the subject to collect the blood sample. In this paper, a cost-effective wearable system is proposed to estimate the glucose level in a non-invasive way. Data are collected using different sensors such as photoplethysmography(PPG), galvanic skin response(GSR) and temperature sensor, and fed to a convolutional neural network (CNN) model. The model estimates the blood glucose level, which is comparable with the glucose level obtained with conventional invasive technique. This system is believed to help in monitoring blood glucose, which leads to control of diabetes and other related diseases.

引用

页码：438 / 442

页数：5

共 28 条

[1] 13. Diabetes Care in the Hospital
不详
[J]. DIABETES CARE, 2016, 39 : S99 - S104
[2] Median Based Method for Baseline Wander Removal in Photoplethysmogram Signals
Awodeyi, Adewale Emmanuel
Alty, Stephen R.
Ghavami, Mohammad
[J]. 2014 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE), 2014, : 311 - 314
[3] Azad S, 2017, TENCON IEEE REGION, P1, DOI 10.1109/TENCON.2017.8227826
[4] Boatemaa MA, 2017, ASIAN J BIOMEDICAL P, V1, P22
[5] Boots JMM, 2002, J AM SOC NEPHROL, V13, P221, DOI 10.1681/ASN.V131221
[6] Non-invasive glucose monitoring in patients with Type 1 diabetes: A Multisensor system combining sensors for dielectric and optical characterisation of skin
Caduff, Andreas
Talary, Mark S.
Mueller, Martin
Dewarrat, Francois
Klisic, Jelena
Donath, Marc
Heinemann, Lutz
Stahel, Werner A.
[J]. BIOSENSORS & BIOELECTRONICS, 2009, 24 (09) : 2778 - 2784
[7] Dyro J., 2014, CLIN ENG HDB
[8] HYPOGLYCEMIA UNAWARENESS
GERICH, JE
MOKAN, M
VENEMAN, T
KORYTKOWSKI, M
MITRAKOU, A
[J]. ENDOCRINE REVIEWS, 1991, 12 (04) : 356 - 371
[9] Hagvik J., 2007, Glucose measurement: time for a gold standard
[10] Humayun A., 2018, LEARNING FRONT END F, V2018, P1408

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