Optimized PID control of propofol and remifentanil coadministration for general anesthesia

被引:38
作者
Merigo, Luca [1 ]
Padula, Fabrizio [2 ]
Latronico, Nicola [3 ]
Paltenghi, Massimiliano [4 ]
Visioli, Antonio [5 ]
机构
[1] Univ Brescia, Dipartimento Ingn Informaz, Brescia, Italy
[2] Curtin Univ, Sch Elect Engn Comp & Math Sci, Perth, WA, Australia
[3] Univ Brescia, Dept Surg Radiol & Publ Hlth, Brescia, Italy
[4] Spedali Civili Brescia, Brescia, Italy
[5] Univ Brescia, Dipartimento Ingn Meccan & Ind, Brescia, Italy
来源
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION | 2019年 / 72卷
关键词
Depth of hypnosis control; PID control; Propofol remifentanil coadministration; Optimization; CLOSED-LOOP CONTROL; MODEL-PREDICTIVE CONTROL; BISPECTRAL INDEX VALUES; CLINICAL-EVALUATION; CONTROL STRATEGIES; CONTROL-SYSTEM; DEPTH; INDUCTION; HYPNOSIS; BIS;
D O I
10.1016/j.cnsns.2018.12.015
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A closed-loop control system for the control of the depth of hypnosis in anesthesia by using propofol-remifentanil coadministration and the Bispectral Index as feedback signal is proposed. A PID controller is employed together with a fixed ratio between propofol and remifentanil infusions. The ratio allows the anesthesiologist to control the opioid-hypnotic balance during surgery. Optimal tuning rules for the proposed controller are obtained offline by using the particle swarm optimization method and by considering a given dataset of patients and a wide range of infusion ratios that covers a rich set of scenarios that might occur in clinical practice. Finally, a gain scheduling strategy guarantees the optimality of the performance both for the induction and the maintenance phase. A Monte Carlo approach is used to evaluate the robustness of the method with respect to intra-and interpatient variability. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:194 / 212
页数:19
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