Design of artificial pancreas based on HGAPSO-FOPID control algorithm

被引:0
作者
Patra, Akshaya Kumar [1 ]
Nanda, Anuja [1 ]
机构
[1] Siksha OAnusandhan Univ, Dept Elect & Elect Engn, ITER, Bhubaneswar 751030, Odisha, India
关键词
blood glucose; BG level; artificial pancreases; AP; micro-insulin dispenser; MID; HGAPSO-FOPID; controller; diabetes; BLOOD-GLUCOSE REGULATION; INSULIN INJECTION CONTROL; SLIDING-MODE CONTROL; CLOSED-LOOP CONTROL; SYSTEM; SIMULATION;
D O I
10.1504/IJBET.2023.132546
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This manuscript presents the design of hybrid genetic algorithm-particle swarm optimisation-fractional order proportional integral derivative (HGAPSO-FOPID) controller to inject the optimal dose of insulin through the artificial pancreases (AP) for blood glucose (BG) regulation in Type-I diabetes mellitus (TIDM) patients. In this strategy, the controller parameters are tuned based on the HGAPSO technique for better control execution. The productivity of the HGAPSO-FOPID controller as to accuracy, robustness and stability is tested by use of MATLAB and SIMULINK. The procured outputs reveal the better implementation of HGAPSO-FOPID controller to regulate the BG level within the range of normo-glycaemia (70-120 mg/dl). The justification of improved control execution of the proposed controller is revealed by the relative result examination with other well-known control techniques.
引用
收藏
页码:262 / 280
页数:20
相关论文
共 28 条
  • [1] Wiener sliding-mode control for artificial pancreas: A new nonlinear approach to glucose regulation
    Abu-Rmileh, Amjad
    Garcia-Gabin, Winston
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2012, 107 (02) : 327 - 340
  • [2] Modeling of cetane number of biodiesel from fatty acid methyl ester (FAME) information using GA-, PSO-, and HGAPSO- LSSVM models
    Bemani, Amin
    Xiong, Qingang
    Baghban, Alireza
    Habibzadeh, Saijad
    Mohammadi, Amir H.
    Doranehgard, Mohammad Hossein
    [J]. RENEWABLE ENERGY, 2020, 150 (150) : 924 - 934
  • [3] COMPUTER-SIMULATION OF PLASMA-INSULIN AND GLUCOSE DYNAMICS AFTER SUBCUTANEOUS INSULIN INJECTION
    BERGER, M
    RODBARD, D
    [J]. DIABETES CARE, 1989, 12 (10) : 725 - 736
  • [4] Optimal H∞ insulin injection control for blood glucose regulation in diabetic patients
    Chee, F
    Savkin, AV
    Fernando, TL
    Nahavandi, S
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2005, 52 (10) : 1625 - 1631
  • [5] Expert PID control system for blood glucose control in critically Ill patients
    Chee, F
    Fernando, TL
    Savkin, AV
    van Heeden, V
    [J]. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2003, 7 (04): : 419 - 425
  • [6] Closed-loop glucose control in critically ill patients using continuous glucose monitoring system (CGMS) in real time
    Chee, F
    Fernando, T
    van Heerden, PV
    [J]. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2003, 7 (01): : 43 - 53
  • [7] Cochin L., 1997, ANAL DESIGN DYNAMIC, V3rd
  • [8] High-order sliding-mode control for blood glucose: Practical relative degree approach
    Gallardo Hernandez, Ana Gabriela
    Fridman, Leonid
    Levant, Arie
    Shtessel, Yuri
    Leder, Ron
    Revilla Monsalve, Cristina
    Islas Andrade, Sergio
    [J]. CONTROL ENGINEERING PRACTICE, 2013, 21 (05) : 747 - 758
  • [9] Ibbini M., 2006, Journal of Medical Engineering & Technology, V30, P83, DOI 10.1080/03091900500049528
  • [10] Simulation Study on Closed Loop Control Algorithm of Type 1 Diabetes Mellitus Patients
    Kamath, Surekha
    George, V. I.
    Vidyasagar, Sudha
    [J]. IETE JOURNAL OF RESEARCH, 2009, 55 (05) : 230 - 235