An evolutionary methodology for estimating blood glucose levels from interstitial glucose measurements and their derivatives

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11140%2F18%3A10384946" target="_blank" >RIV/00216208:11140/18:10384946 - isvavai.cz</a>
Alternative codes found
RIV/00669806:_____/18:10384946 RIV/49777513:23520/18:43953576
Result on the web
<a href="https://doi.org/10.1109/ISCC.2018.8538682" target="_blank" >https://doi.org/10.1109/ISCC.2018.8538682</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ISCC.2018.8538682" target="_blank" >10.1109/ISCC.2018.8538682</a>

Result language
angličtina
Original language name
An evolutionary methodology for estimating blood glucose levels from interstitial glucose measurements and their derivatives
Original language description
The patients suffering from diabetes are subjected to several serious medical risks that can lead also to fatal consequences. To enhance the quality of life of these patients there is the necessity to devise an artificial pancreas able to inject an insulin bolus when needed. This paper presents a genetic-programming based algorithm to extrapolate a regression model able to estimate the blood glucose (BG) level through interstitial glucose (IG) measurements and their derivatives. This algorithm represents a possible step in building the fundamental element of such an artificial pancreas, namely a new evolutionary computation-based metodology to derive a mathematical relationship between BG and IG. The proposed evolutionary automatic procedure is evaluated on a real-world database made up of both BG and IG measurements of people suffering from Type 1 diabetes. The discovered model is validated through a comparison with other techniques during the experimental phase. (C) 2018 IEEE.
Czech name
—
Czech description
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Project
<a href="/en/project/LO1506" target="_blank" >LO1506: Sustainability support of the centre NTIS - New Technologies for the Information Society</a><br>
Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Proceedings - IEEE Symposium on Computers and Communications
ISBN
978-1-5386-6950-1
ISSN
1530-1346
e-ISSN
neuvedeno
Number of pages
6
Pages from-to
1158-1163
Publisher name
Institute of Electrical and Electronics Engineers Inc.
Place of publication
Natal, Brazil
Event location
Natal, Brazil
Event date
Jun 25, 2018
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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