Offset-free hybrid model predictive control of bispectral index in anesthesia

Deepak D. Ingole, Ján Drgoňa, M. Kvasnica
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引用次数: 6

Abstract

This paper deals with the anesthesia control, using bispectral index (BIS) as a measure of the depth of anesthesia; controlled by hybrid model predictive control strategy. The piecewise affine (PWA) hybrid pharmacodynamic model of a patient containing a set of local linear dynamics is used to describe the relationship between BIS value and drug infusion rate. The hybrid model predictive control problem is formulated as a mixed integer quadratic programming (MIQP) problem and solved online. Furthermore, a disturbance observer is designed for the offset-free BIS reference tracking. The results of designed controller intended for reference tracking, disturbance rejection and constraint handling are presented. Moreover, the performance of nonlinear MPC is compared with the hybrid MPC and is shown to be computationally less complex and fast.
麻醉双谱指数的无偏移混合模型预测控制
本文讨论了麻醉控制,用双谱指数(BIS)作为麻醉深度的度量;采用混合模型预测控制策略控制。采用包含一组局部线性动力学的分段仿射(PWA)混合药效学模型来描述BIS值与药物输注速率的关系。将混合模型预测控制问题表述为混合整数二次规划(MIQP)问题,并在线求解。在此基础上,设计了干扰观测器用于无偏移BIS参考跟踪。给出了用于参考跟踪、干扰抑制和约束处理的控制器设计结果。此外,将非线性MPC的性能与混合MPC进行了比较,结果表明非线性MPC的计算复杂度较低,计算速度较快。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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