Portable Infrared-Based Glucometer Reinforced with Fuzzy Logic.
fuzzy logic
glucose monitoring
mid-infrared probe
tears
Journal
Biosensors
ISSN: 2079-6374
Titre abrégé: Biosensors (Basel)
Pays: Switzerland
ID NLM: 101609191
Informations de publication
Date de publication:
20 Nov 2023
20 Nov 2023
Historique:
received:
20
09
2023
revised:
08
11
2023
accepted:
16
11
2023
medline:
27
11
2023
pubmed:
24
11
2023
entrez:
24
11
2023
Statut:
epublish
Résumé
Diabetes mellitus (DM) is a chronic metabolic condition characterized by high blood glucose levels owing to decreased insulin production or sensitivity. Current diagnostic approaches for gestational diabetes entail intrusive blood tests, which are painful and impractical for regular monitoring. Additionally, typical blood glucose monitoring systems are restricted in their measurement frequency and need finger pricks for blood samples. This research study focuses on the development of a non-invasive, real-time glucose monitoring method based on the detection of glucose in human tears and finger blood using mid-infrared (IR) spectroscopy. The proposed solution combines a fuzzy logic-based calibration mechanism with an IR sensor and Arduino controller. This calibration technique increases the accuracy of non-invasive glucose testing based on MID absorbance in fingertips and human tears. The data demonstrate that our device has high accuracy and reliability, with an error rate of less than 3%, according to the EGA. Out of 360 measurements, 97.5% fell into zone A, 2.2% into zone B, and 0.3% into zone C of the Clarke Error Grid. This suggests that our device can give clinically precise and acceptable estimates of blood glucose levels without inflicting any harm or discomfort on the user.
Identifiants
pubmed: 37998166
pii: bios13110991
doi: 10.3390/bios13110991
pmc: PMC10669386
pii:
doi:
Substances chimiques
Blood Glucose
0
Glucose
IY9XDZ35W2
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
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