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Tytuł artykułu

Observer design estimating the propofol concentration in PKPD model with feedback control of anesthesia administration

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
Propofol infusion in anesthesia administration requires continual adjustment in the manual infusion system to regulate the hypnosis level. Hypnotic level is based on Bispectral Index Monitor (BIS) showing the cortical activity of the brain scaled between 0 to 100. The new challenging aspect of automation in anaesthesia is to estimate the concentration of hypnotic drugs in different compartments of the body including primary, rapid peripheral (muscle), slow peripheral (bones, fat) and effect site (brain) compartment based on Pharmacokinetics (PK) and Pharmacodynamics (PD) model. This paper aimed to regulate the hypnosis level with estimating the Propofol concentrations using a linear observer in feedback control strategy based on Integral Super-Twisting Sliding Mode Controller (ISTSMC). The drug concentration in plasma of the silico patients accurately estimated in nominal transient. The results show that tracking errors between the actual output in form of BIS level and linearized output nearly approaches to zero in the maintenance phase of anesthesia to ensure the controller response on sliding phase with optimum performances by achieving desired hypnotic level 50 on BIS. The robustness of control strategy is further ensured by adding measurement noise of electromagnetic environment of operation theatre distracting signal quality index of the output BIS level.
Rocznik
Strony
85--103
Opis fizyczny
Bibliogr. 30 poz., fot., rys., tab., wzory
Twórcy
  • Department of Electrical Engineering, Balochistan University of Engineering and Technology Khuzdar, Pakistan
autor
  • College of Mechatronics and Control Engineering and Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, Shenzhen University, Shenzhen 518060, China
  • Department of Electrical Engineering, Balochistan University of Information Technology, Engineering and Management Sciences, Quetta, Pakistan
autor
  • College of Automation Science and Technology, South China University of Technology, Guangzhou 510641, People’s Republic of China
  • Department of Electrical and Computer Engineering, Comsats University Islamabad 45550, Pakistan
autor
  • Department of Electrical Engineering, Univeristy of Engineering and Technology Peshawar, Peshawar, Pakistan
Bibliografia
  • [1] S. Bibian: Automation in Clinical Anaesthesia. PhD thesis, University of British Columbia, Canada, 2006. DOI: 10.14288/1.0065536.
  • [2] B.J. Anderson and J. Houghton: Total Intravenous Anesthesia and Target-Controlled Infusion. In A Practice of Anesthesia for Infants and Children, 177-198, Elsevier, 2019. DOI: 10.1016/C2015-0-00649-9.
  • [3] K. Soltesz, K. van Heusden, G.A. Dumont, T. Hagglund, C.L. Petersen, N. West, and J.M. Ansermino: Closed-loop anaesthesia in children using a PID controller: A pilot study. IFAC Conference on Advances in PID Control, Brescia, Italy, (2012). DOI: 10.1213/01.ane.0000418552.16222.39.
  • [4] K. Soltesz, G.A. Dumont, and J.M. Ansermino: Assessing control performance in closed-loop anesthesia. 21st Mediterranean Conference on Control and Automation, (2013), 191-196. DOI: 10.1109/MED.2013.6608720.
  • [5] A. A. Spence: The lessons of CEPOD. British Journal of Anaesthesia, 60(7), (1988), 753-754. DOI: 10.1093/bja/60.7.753.
  • [6] K. van Heusden, J.M. Ansermino, K. Soltesz, S. Khosravi, N. West, and G.A. Dumont: Quantification of the variability in response to propofol administration in children. IEEE Transactions on Biomedical Engineering, 60 (2013), 2521-2529. DOI: 10.1109/TBME.2013.2259592.
  • [7] K. Soltesz, G.A. Dumont, and J.M. Ansermino: Assessing control performance in closed-loop anesthesia. 21st Mediterranean Conference on Control and Automation, 2013. DOI: 10.1109/MED.2013.6608720.
  • [8] A.A.V den-Berg, D. Sawa, N.M. Honjol, and N.V. Prabhu: Comparison of total intravenous, balanced inhalational and combined intravenous-inhalational anaesthesia for tympanoplasty, septorhinoplasty and adenotonsillectomy. Anaesth Intensive Care, 23(5), (1995) 574-582. DOI: 10.1177/0310057X9502300508.
  • [9] A.R. Absalom, N. Sutcliffe, and G.N.C. Kenny: Closed-loop control of anaesthesia using Bispectral index: performance assessment in patients undergoing major orthopaedic surgery under combined general and regional anaesthesia. Anesthesiology, 96(1), (2002), 67-73. DOI: 10.1097/00000542-200201000-00017.
  • [10] K. Soltesz, K. van Heusden, M. Hast, J.M. Ansermino, and G.A. Dumont: A synthesis method tor automatic handling of inter-patient variability in closed-loop anesthesia. American Control Conference, (2016). DOI: 10.1109/ACC.2016.7526125.
  • [11] M. Struys, T. De Smet, S. Greenwald, A.R. Absalom, S. Binge, and E.R Mortier: Performance evaluation of two published closed-loop control systems using bispectral index monitoring: A simulation study. Anaesthesiology, 100(3), (2004), 640-647. DOI: 10.1097/00000542-200403000-00026.
  • [12] J-Y. Lan, M.F. Abbod, R.G. Yeh, S.Z. Fan, and J.S. Sheih: Review: Intelligent modelling and control in anaesthesia. Journal of Medical and Biological Engineering, 32(5), (2012), 293-307. DOI: 10.5405/jmbe.1014.
  • [13] D.V. Caiado, J.M. Lemos, and B.A. Costa: Robust control of depth of anesthesia based on H infinity design. Archives of Control Sciences, 23(1), (2013), 41-59. DOI: 10.2478/v10170-011-0041-z.
  • [14] A. Khan, W. Xie, B. Zhang, and L.-W. Liu: A survey of interval observers design methods and implementation for uncertain systems. Journal of the Franklin Institute, 358(6), (2021), 3077-3126. DOI: 10.1016/j.jfranklin.2021.01.041.
  • [15] C. Dong: Closed Loop Controlled Total Intravenous Anaesthesia. PhD Thesis, University of Plymouth, UK, 2003.
  • [16] K. Soltesz: On automation in anaesthesia. PhD Thesis, Lund University, Sweden, 2013.
  • [17] A. Khan, W. Xie, L. Zhang, and Ihsanullah: Interval stale estimation for linear time-varying (LTV) discrete-time systems subject to component faults and uncertainties. Archives of Control Sciences, 29(2), (2019), 289-305. DOI: 10.24425/acs.2019.129383.
  • [18] K. van Heusden, J. M. Ansermino, K. Soltesz, S. Khosravi, N. West, and G.A. Dumont: Quantification of the variability in response to propofol administration in children. IEEE Transactions on Biomedical Engineering, bf 60(9), (2013), 2521-2529. DOI: 10.1109/TBME.2013.2259592.
  • [19] K. Soltesz, G.A. Dumont, K. van Heusden, T. Hagglund, and J.M. Ansermino: Simulated mid-ranging control of propofol andremifentanil using EEG-measured hypnotic depth of anesthesia. 51 st IEEE Conference on Decision and Control, Maui, HI, USA, (2012) 356-361. DOI: 10.1109/CDC.2012.6426858.
  • [20] Y. Sawaguchi, E. Furutani, G. Shirakami, M. Araki, and K. Fukuda: A model predictive sedation control system under total intravenous anesthesia. IEEE EMBS Asian-Pacific Conferenc in Biomedical Engineering, (2003), 358-359. DOI: 10.1109/APBME.2003.1302732.
  • [21] K. Soltesz; J-O Hahn, G.A. Dumont, and J.M. Ansermino: Individualized PID control of depth of anesthesia based on patient model identification during the induction phase of anesthesia. 50th IEEE Conference on Decision and Control and European Control Conference, Orlando, FL, USA, (2011). DOI: 10.1109/CDC.2011.6160189.
  • [22] T. W. Schnider, C.F. Minto, P.L. Gambus, C. Andresen, D.B. Goodale, S.L. Shafer, and E.J. Youngs: The influence of method of administration and covariates on the pharmacokinetics of propofol in adult volunteers. Anaesthesiology, 88(5), (1998), 1170-1182. DOI: 10.1097/00000542-199805000-00006.
  • [23] K. van Heusden, G.A. Dumont, K. Soltesz, C.L. Petersen, A. Umedlay, N. West, and J.M. Ansermino: Design and clinical evaluation of robust PID control of propofol anaesthesia in children. IEEE Tramactions on Control Systems Technology, 22(2), (2014), 491-501. DOI: 10.1109/TCST.2013.2260543.
  • [24] M. Janda, O. Simanski, J. Bajorat, B. Pohl, G.F.E. Noeldge-Schomburg, and R. Hofmockel: Clinical evaluation of a simultaneous closed-loop anaesthesia control system for depth of anaesthesia and neuromuscular blockade. Anaesthesia, 66(12), (2011), 1112-1120. DOI: 10.1111/j.1365-2044.2011.06875.x.
  • [25] M. Ilyas, J. Iqbal, S. Ahmad, A.A. Uppal, W.A. Imtiaz and R.A. Riaz: Hypnosis regulation in propofol anaesthesia employing super-twisting sliding mode control to compensate variability dynamics. IETSystems Biology, 14(2), (2020). 59-67. DOI: 10.1049/iet-syb.2018.5080.
  • [26] J.P. Gauthier, H. Hammouri and S. Othman: A simple observer for nonlinear systems applications to bioreaclors. IEEE Transactions on Automatic Control, 37(6), (1992), 875-880. DOI: 10.1109/9.256352.
  • [27] J-J.E. Slotine and W. Li: Applied nonlinear control. Englewood Cliffs, NJ, Prentice Hall, 1991.
  • [28] A.A.S. Sharif, P.A.H. Badi, S. Mekhilef, and A. Ordys: A new strongly predefined time sliding mode controller for a class of cascade high-order nonlinear systems. Archives of Control Sciences, 30(3), (2020), 599-620. DOI: 10.24425/acs.2020.134679.
  • [29] T. Yuvapriya, P. Lakshami, and S. Rajendiran: Vibration control and performance analysis of full car active suspension system using fractional order terminal sliding mode controller. Archives of Control Sciences, 30(2), (2020), 295-324. DOI: 10.24425/acs.2020.133501.
  • [30] P Akavipat, N. Hungsawanich, and R. Jansin: Alternative placement of bispectral index electrode for monitoring depth of anesthesia during neurosurgery. Acta Medica Okayama, 68(3), (2014), 151-155. DOI: 10.18926/AMO/52655.
Uwagi
1. This work was supported in part by Key-Area Research and Development Program of Foshan City under Grant 2020001006812.
2. Opracowanie rekordu ze środków MEiN, umowa nr SONP/SP/546092/2022 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2022-2023)
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-2322b1f2-e99c-472c-9dbb-5fc6549906f9
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