事件触发对 I 型糖尿病患者血糖的限制性调节控制

IF 0.6 Q4 AUTOMATION & CONTROL SYSTEMS
T. Shuprajhaa, K. Srinivasan, M. Brindha
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引用次数: 0

摘要

摘要 将过程控制技术应用于生物医学问题一直吸引着医学界。有效的胰岛素输注自动化控制策略正受到研究人员的关注,以取代手动胰岛素输注。本文研究了设计基于事件触发机制的约束选择性下一代 RTD-A 控制器的可能性。该技术的优势在于简单、调整灵活、与 PID 控制器类似的闭式解决方案,以及与预测控制器类似的优越性能。通过采用这种事件触发机制,可以避免向控制器传输冗余数据,从而避免占用数据传输带宽。在对胰岛素输注速度和幅度施加限制以避免高血糖的情况下,对所开发控制器的性能进行了验证。介绍了 DMC、IMC 和新一代 RTD-A 控制器在受限和非受限环境下的比较仿真结果。仿真还验证了有事件触发机制和无事件触发机制的受限血糖调节的性能评估。基于事件的受限选择性下一代 RTD-A 控制器的最高品质是有效减少数据传输冗余、有效利用带宽和独立调整能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Event Triggered Constrained Regulatory Control of Blood Glucose in Type I Diabetes Mellitus Condition

Event Triggered Constrained Regulatory Control of Blood Glucose in Type I Diabetes Mellitus Condition

Event Triggered Constrained Regulatory Control of Blood Glucose in Type I Diabetes Mellitus Condition

Application of process control techniques to biomedical problems has always been fascinating the medical community. Effective control strategies for automation of insulin infusion are seeking attention among researchers in lieu of the manual insulin infusion. This paper investigates the possibilities of designing an event triggered mechanism based constrained selective next generation RTD-A controller. The advantageous features of this technique are simplicity, flexibility in tuning, closed form solution similar to the PID controller and superior in performance like predictive controllers. Avoiding redundant data being transmitted to the controller and hence bandwidth utilization for the data transmission could be avoided by the incorporation of such event triggered mechanism. The performance of the developed controller is validated in the presence of constraints imposed on the insulin infusion input rate and amplitude to avoid hyperglycemia. The comparative simulation results of DMC, IMC and next generation RTD-A controllers in constrained and unconstrained environment are presented. Performance evaluation of the constrained blood glucose regulation with and without event triggered mechanism is also verified in simulation. The supreme quality of the event based constrained selective next generation RTD-A controller is its effective reduction in the redundancy in data transmission, effective bandwidth utilization and independent tuning capability.

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来源期刊
AUTOMATIC CONTROL AND COMPUTER SCIENCES
AUTOMATIC CONTROL AND COMPUTER SCIENCES AUTOMATION & CONTROL SYSTEMS-
CiteScore
1.70
自引率
22.20%
发文量
47
期刊介绍: Automatic Control and Computer Sciences is a peer reviewed journal that publishes articles on• Control systems, cyber-physical system, real-time systems, robotics, smart sensors, embedded intelligence • Network information technologies, information security, statistical methods of data processing, distributed artificial intelligence, complex systems modeling, knowledge representation, processing and management • Signal and image processing, machine learning, machine perception, computer vision
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