Adaptive Fuzzy Control of Blood Glucose Level in Patients with Type ۱ Diabetes in Presence of Input Saturation

سال انتشار: 1404
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 187

فایل این مقاله در 11 صفحه با فرمت PDF قابل دریافت می باشد

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

شناسه ملی سند علمی:

JR_IECO-8-2_002

تاریخ نمایه سازی: 11 خرداد 1404

چکیده مقاله:

In this research, an adaptive fuzzy controller is presented to regulate the blood glucose level of type ۱ diabetic patients in the presence of input saturation. This controller along with an adaptive anti-windup compensator is considered to deal with the uncertainty of the Bergmann minimal nonlinear model parameters as well as the input saturation. Anti windup compensator is designed to prevent to saturation problems as hyperglycemia or hypoglycemia in regulating the blood glucose level of type ۱ diabetes patients. The Bergman minimal model is used to mathematically model type ۱ diabetes, depicting the dynamic behavior of the human body's blood glucose-insulin system. In the first step, the stability of the closed-loop system has been theoretically investigated and proved from the point of view of Lyapunov's theory. Next, to evaluate the effectiveness of the proposed method in regulating blood glucose levels, the proposed control system has been implemented in the presence of meal disturbances using the Simulink environment of MATLAB software. The implementation results show a lower control effort and less convergence time of the proposed method compared to the existing methods.

نویسندگان

Fatemeh Soleimannouri

Faculty of Electrical and Computer Engineering, University of Birjand, Birjand, Iran

Saeed Khorashadizadeh

Faculty of Electrical and Computer Engineering, University of Birjand, Birjand, Iran

Mohsen Farshad

Faculty of Electrical and Computer Engineering, University of Birjand, Birjand, Iran

Naser Mehrshad

Faculty of Electrical and Computer Engineering, University of Birjand, Birjand, Iran

مراجع و منابع این مقاله:

لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :
  • A. Makroglou , J. Li and . Y. Kuang, "Mathematical ...
  • A. Haidar, "The Artificial Pancreas: How Closed-Loop Control Is Revolutionizing ...
  • I. Ahmad, F. Munir and M. F. Munir, "An adaptive ...
  • D. C. Klonoff and M. FACP, "The Artificial Pancreas: How ...
  • K. Turksoy and A. Cinar, "Adaptive control of artificial pancreas ...
  • M. Eren-Oruklu, A. Cinar, L. Quinn and D. Smith, "Adaptive ...
  • E. Ruiz-Velazquez, R. Femat and D. Campos-Delgado, "Blood glucose control ...
  • L. Kovács, "Linear parameter varying (LPV) based robust control of ...
  • H. Delavari, H. Heydarinejad and D. Baleanu, "Adaptive fractional-order blood ...
  • S. Ahmad, N. Ullah , N. Ahmed, M. Ilyas and ...
  • G. M. Steil, K. Rebrin, C. Darwin, F. Hariri and ...
  • G. Marchetti, M. Barolo, L. Jovanovic, . H. Zisser and ...
  • T. MohammadRidha, M. Aït-Ahmed, L. Chaillous, M. Krempf, I. Guilhem, ...
  • A. K. Patra, A. Nanda, S. Panigrahi and A. K. ...
  • R. Hovorka, . V. Canonico, L. J. Chassin, U. Haueter, ...
  • S. Lynch and B. Bequette, "Estimation-based model predictive control of ...
  • A. Mohammadzadeh and T. Kumbasar , "A new fractionalorder general ...
  • A. Nath, D. Deb and R. Dey, "Robust observer-based adaptive ...
  • S. Asadi and V. Nekoukar, "Adaptive fuzzy integral sliding mode ...
  • S. Sepasi, A. AkbarzadehKalat and M. Seyedabadi, "An adaptive back-stepping ...
  • R. Franco, A. Ferreira de Loza, H. Ríos, L. Cassany, ...
  • M. Homayounzade, "Positive input observer‐based controller design for blood glucose ...
  • Sliding Mode Control Design for a Class of Nonlinear Fractional Systems with Application to Glucose-Insulin Systems [مقاله ژورنالی]
  • Z. Kouchaki۱, M. R. Yousefi and K. Shojaei, "Blood Glucose ...
  • Q. Zhou, L. Wang, C. Wu, H. Li and H. ...
  • W. GAI, Y. ZHOU, M. ZHONG, C. SHENG and J. ...
  • A. Tahoun, "Anti-windup adaptive PID control design for a class ...
  • A. De Gaetano and O. Arino, "Mathematical modelling of the ...
  • A. Boutayeb and . A. Chetouani, "A critical review of ...
  • C. Cobelli, C. Dalla Man, . G. Sparacino, L. Magni, ...
  • A. Gabriela Gallardo Herna´ndez , L. Fridman , A. Levant, ...
  • A. Nath and R. Dey, "Robust observer based control for ...
  • M. M. Fateh and S. Khorashadizadeh, S. "Robust control of ...
  • S. Khorashadizadeh, and M. M. Fateh, "Adaptive fourier series-based control ...
  • F. Wu and B. Lu, "Anti-windup control design for exponentially ...
  • نمایش کامل مراجع