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Receding Horizon Control of Type 1 Diabetes Mellitus by Using Nonlinear Programming
Joint Authors
Kovács, Levente
Tar, József Kázmér
Rudas, Imre J.
Khan, Hamza
Eigner, György
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-04-23
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Receding Horizon Controllers are one of the mostly used advanced control solutions in the industry.
By utilizing their possibilities we are able to predict the possible future behavior of our system; moreover, we are able to intervene in its operation as well.
In this paper we have investigated the possibilities of the design of a Receding Horizon Controller by using Nonlinear Programming.
We have applied the developed solution in order to control Type 1 Diabetes Mellitus.
The nonlinear optimization task was solved by the Generalized Reduced Gradient method.
In order to investigate the performance of our solution two scenarios were examined.
In the first scenario, we applied “soft” disturbance—namely, smaller amount of external carbohydrate—in order to be sure that the proposed method operates well and the solution that appeared through optimization is acceptable.
In the second scenario, we have used “unfavorable” disturbance signal—a highly oscillating external excitation with cyclic peaks.
We have found that the performance of the realized controller was satisfactory and it was able to keep the blood glucose level in the desired healthy range—by considering the restrictions for the usable control action.
American Psychological Association (APA)
Khan, Hamza& Tar, József Kázmér& Rudas, Imre J.& Kovács, Levente& Eigner, György. 2018. Receding Horizon Control of Type 1 Diabetes Mellitus by Using Nonlinear Programming. Complexity،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1134252
Modern Language Association (MLA)
Khan, Hamza…[et al.]. Receding Horizon Control of Type 1 Diabetes Mellitus by Using Nonlinear Programming. Complexity No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1134252
American Medical Association (AMA)
Khan, Hamza& Tar, József Kázmér& Rudas, Imre J.& Kovács, Levente& Eigner, György. Receding Horizon Control of Type 1 Diabetes Mellitus by Using Nonlinear Programming. Complexity. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1134252
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134252