兴奋性突触后电位
控制理论(社会学)
控制器(灌溉)
计算机科学
频率响应
医学
抑制性突触后电位
内科学
生物
控制(管理)
人工智能
工程类
农学
电气工程
作者
Junxi Zhu,Xin Jin,Ramin Bighamian,Chang‐Sei Kim,Steven T. Shipley,Jin‐Oh Hahn
标识
DOI:10.1109/tcst.2018.2815551
摘要
This brief presents a closed-loop control approach to infusion of medications that exhibit excitatory dose-dependent effects. A unique challenge associated with closed-loop control of such medications is that the upper limit of the medication-induced excitatory response is unknown, presenting a severe challenge in estimating the parameters in the traditional dose-response model. To address this challenge, we proposed a new dose-response model and semiadaptive (SA) control approach applicable to the closed-loop infusion control of excitatory medications. The new dose-response model eliminates the need for a priori knowledge of the upper limit of the medication-induced response via a novel parameterization to capture local dose-response relationship from the baseline to a target set point and a nonlinear function to convert the depressive response to an excitatory response. The SA control approach makes it possible to apply the well-established MRAC technique to the new dose-response model via selective adaptation of high-sensitivity parameters. We examined the efficacy of the proposed approach using an example of heart rate response to a vasoactive medication norepinephrine. System identification analysis using experimental data and in-silico controller testing suggested that the new dose-response model could faithfully reproduce the experimental data, and that the SA controller could effectively regulate the response in a wide range of simulated subjects.
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