Adaptive optimal target controlled infusion algorithm to prevent hypotension associated with labor epidural: An adaptive dynamic programming approach

被引:5
作者
Davoud, Sherwin [1 ]
Gao, Weinan [2 ]
Riveros-Perez, Efrain [1 ]
机构
[1] Augusta Univ, Med Coll Georgia, Dept Anesthesiol & Perioperat Med, 1120 15th St, Augusta, GA 30912 USA
[2] Georgia Southern Univ, Allen E Paulson Coll Engn & Comp, Dept Elect & Comp Engn, 1100 IT Dr, Statesboro, GA 30460 USA
关键词
Norepinephrine pharmacokinetics; Obstetric anesthesia; Adaptive optimal control; Adaptive dynamic programming (ADP); Pregnancy; Target controlled infusion; SPINAL-ANESTHESIA; CESAREAN DELIVERY; NOREPINEPHRINE; PHARMACOKINETICS; PHENYLEPHRINE; METABOLISM; CLEARANCE; SYSTEMS; FETAL;
D O I
10.1016/j.isatra.2019.11.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Patients receiving labor epidurals commonly experience arterial hypotension as a complication of neuraxial block. The purpose of this study was to design an adaptive optimal controller for an infusion system to regulate mean arterial pressure. A state-space model relating mean arterial pressure to Norepinephrine (NE) infusion rate was derived for controller design. A data-driven adaptive optimal control algorithm was developed based on adaptive dynamic programming (ADP). The stability and disturbance rejection ability of the closed-loop system were tested via a simulation model calibrated using available clinical data. Simulation results indicated that the settling time was six minutes and the system showed effective disturbance rejection. The results also demonstrate that the adaptive optimal control algorithm would achieve individualized control of mean arterial pressure in pregnant patients with no prior knowledge of patient parameters. (C) 2019 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:74 / 81
页数:8
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