Constrained Control of Depth of Hypnosis During Induction Phase

被引:9
作者
Hosseinzadeh, Mehdi [1 ]
Dumont, Guy A. [2 ]
Garone, Emanuele [1 ]
机构
[1] Univ Libre Bruxelles ULB, Serv Automat & Anal Systemes SAAS, B-1050 Brussels, Belgium
[2] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V6T 1Z4, Canada
关键词
Anesthesia; Surgery; Plasmas; Maintenance engineering; Drugs; Indexes; Optimization; automated drug delivery; constrained control; depth of hypnosis; explicit reference governor (ERG); pharmacokinetic (PK)-pharmacodynamic (PD) model; CLOSED-LOOP CONTROL; BISPECTRAL INDEX; SYSTEMS SUBJECT; ROBUST-CONTROL; PID CONTROL; PROPOFOL; ANESTHESIA;
D O I
10.1109/TCST.2019.2929489
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This brief proposes a constrained control scheme for the control of the depth of hypnosis during the induction phase in clinical anesthesia. In contrast with the existing control schemes for propofol delivery, the proposed scheme guarantees overdosing prevention while ensuring good dynamic performance. The core idea is to reformulate overdosing prevention as a constraint, and then use the recently introduced explicit reference governor to enforce the constraint satisfaction at all times. The proposed scheme is evaluated in comparison with a robust PID controller on a simulated surgical procedure for 44 patients whose pharmacokinetic-pharmacodynamic models have been identified using the clinical data. The results demonstrate that the proposed constrained control scheme can deliver propofol to yield good induction phase response while preventing overdosing in patients; whereas other existing schemes might cause overdosing in some patients. Simulations show that mean rise time, mean settling time, and mean overshoot of less than 5 [min], 8 [min], and 10%, respectively, are achieved, which meet typical anesthesiologists' response specifications.
引用
收藏
页码:2490 / 2496
页数:7
相关论文
共 30 条
  • [1] Closed-loop control of anesthesia using bispectral index - Performance assessment in patients undergoing major orthopedic surgey under combined general and regional anesthesia
    Absalom, AR
    Sutcliffe, N
    Kenny, GN
    [J]. ANESTHESIOLOGY, 2002, 96 (01) : 67 - 73
  • [2] Introduction to automated drug delivery in clinical anesthesia
    Bibian, S
    Ries, CR
    Huzmezan, M
    Dumont, G
    [J]. EUROPEAN JOURNAL OF CONTROL, 2005, 11 (06) : 535 - 557
  • [3] Bibian S., 2006, THESIS
  • [4] Caiado DS., 2013, ARCH CONTROL SCI, V23, P41, DOI [DOI 10.2478/V10170-011-0041-Z, 10.2478/v10170-011-0041-z]
  • [5] Estimation of patient sensitivity to drug effect during Propofol hypnosis
    De Keyser, Robin
    Copot, Dana
    Ionescu, Clara
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2015): BIG DATA ANALYTICS FOR HUMAN-CENTRIC SYSTEMS, 2015, : 2487 - 2491
  • [6] The accuracy and clinical feasibility of a new Bayesian-based closed-loop control system for propofol administration using the bispectral index as a controlled variable
    De Smet, Tom
    Struys, Michel M. R. F.
    Neckebroek, Martine M.
    Van den Hauwe, Kristof
    Bonte, Sjoert
    Mortier, Eric P.
    [J]. ANESTHESIA AND ANALGESIA, 2008, 107 (04) : 1200 - 1210
  • [7] Robust control of depth of anesthesia
    Dumont, Guy A.
    Martinez, Arturo
    Ansermino, J. Mark
    [J]. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2009, 23 (05) : 435 - 454
  • [8] Explicit reference governor for linear systems
    Garone, Emanuele
    Nicotra, Marco
    Ntogramatzidis, Lorenzo
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2018, 91 (06) : 1415 - 1430
  • [9] Reference and command governors for systems with constraints: A survey on theory and applications
    Garone, Emanuele
    Di Cairano, Stefano
    Kolmanovsky, Ilya
    [J]. AUTOMATICA, 2017, 75 : 306 - 328
  • [10] Robust closed-loop control of hypnosis with propofol using WAVCNS index as the controlled variable
    Hahn, Jin-Oh
    Dumont, Guy A.
    Ansermino, J. Mark
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2012, 7 (05) : 517 - 524