Blood glucose control using GA tuned fractional order and two degrees of freedom PID controllers

This paper deals with the design of genetic algorithm (GA) based fractional order control strategy for maintaining the glucose level of Type-I diabetic patients. Fractional order and two degree of freedom PID (2DOF FOPID) controllers are designed using GA. The fractional order provides two degrees of freedom which allows the simultaneous set point tracking and disturbance rejection. For better understanding the designed controllers, performance of designed controller is further analysed with a meal input as disturbance signal. The designed controllers are also tested for effectiveness and stability using several validation methods. The integer order PID controller is also designed for comparative study. The suggested controllers are tuned using GA. The result reveals that 2DOF FOPID controller proves to be more effective and stable than the other designed controllers.

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Publication Details

Journal
International Journal of Nonlinear Dynamics and Control
Published
2025-01-01
DOI
https://doi.org/10.1504/ijndc.2025.147487
Primary Topic
Advanced Control Systems Design
Type
article
Field-Weighted Citation Impact
0.00
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article

Blood glucose control using GA tuned fractional order and two degrees of freedom PID controllers

Jyoti Yadav, Md Saif Ostagar, Asha Rani
International Journal of Nonlinear Dynamics and Control
Advanced Control Systems Design
article

Blood glucose control using GA tuned fractional order and two degrees of freedom PID controllers

Jyoti Yadav, Md Saif Ostagar, Asha Rani
article en

Abstract

This paper deals with the design of genetic algorithm (GA) based fractional order control strategy for maintaining the glucose level of Type-I diabetic patients. Fractional order and two degree of freedom PID (2DOF FOPID) controllers are designed using GA. The fractional order provides two degrees of freedom which allows the simultaneous set point tracking and disturbance rejection. For better understanding the designed controllers, performance of designed controller is further analysed with a meal input as disturbance signal. The designed controllers are also tested for effectiveness and stability using several validation methods. The integer order PID controller is also designed for comparative study. The suggested controllers are tuned using GA. The result reveals that 2DOF FOPID controller proves to be more effective and stable than the other designed controllers.

International Journal of Nonlinear Dynamics and ControlVol. 2(4)
Netaji Subhas University of Technology (IN)
Openalex Percentile: Top 79%
Advanced Control Systems Design
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Blood glucose control using GA tuned fractional order and two degrees of freedom PID controllers — Jyoti Yadav, Md Saif Ostagar, et al. · International Journal of Nonlinear Dynamics and Control (2025) | TGRS Research Map | TGRS