Glucose-Insulin System Dynamics in Type-I Diabetes Patient Based on Adaptive Control Technique
The following article illustrates the conceptual framework of Wild Goat Optimization-PID (WGO-PID) controller for managing the recommended insulin dosages to interaction in TIDM patients using an AP in order to control blood glucose (BG) levels. Using the Wild Goat Optimization Algorithm (WGOA), which regulates the suggested patient model's controller gains are used to enhance BG control. The purpose of this typical WGO controller is to enhance patient robustness and effectiveness. Glycemic management is hampered by inconsistencies within patient model. The nonlinear behavior of patient models is efficiently managed by employing an AP-based WGO, which also keeps BG levels within the acceptable glycemic range. The accuracy, consistency, robustness, noise drop, and boosted capacity to manage uncertainty are assessed by exhausting the recommended patient role models employing WGO-PID. The explanations behind the recommended approach's better control capability are shown through a comparison of the outcomes of several control techniques.
Authors
- Dillip Kumar Subudhi (ORCID: https://orcid.org/0009-0001-4214-3136)
- Girija Sankar Panigrahi
- Akshaya Kumar Patra (ORCID: https://orcid.org/0000-0002-0155-5388)
- Alok Kumar Mishra (ORCID: https://orcid.org/0000-0001-7268-3988)
- Narayan Nahak (ORCID: https://orcid.org/0000-0002-3461-8154)
- S. C. Dutta (ORCID: https://orcid.org/0000-0003-4846-8107)
Institutions
- XIM University (IN)
Publication Details
- Published
- 2025-05-23
- DOI
- https://doi.org/10.1109/apsit63993.2025.11086213
- Primary Topic
- Diabetes Management and Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00