IMO-PSO FO-PID controller based insulin infusion system for type 1 diabetes patients during post-operation condition

Q4 Engineering Measurement Sensors Pub Date : 2024-04-22 DOI:10.1016/j.measen.2024.101172
K. Saravanakumar , J. Samson Isaac
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Abstract

Blood Glucose level controls of type 1 diabetic patients (T1D) in post operative conditions are extremely important. This work proposes controllers for management and control of insulin injections to T1D in post operative care. Proposed work investigated IMO-PSO FO-PID controller as a novel approach to improve insulin delivery. The controller utilizes optimization algorithms to regulate insulin levels in real time. Particle swarm optimization (PSO) based tuning is already a proven method in insulin regulation and multiobjective PSO is well suited when combined with FO-PID which is tested. Additionally, system aims to achieve lower insulin levels, as high insulin levels have been linked to increase risks of complications for T1D patients. Results showed that IMO-PSO FO-PID controller is effective in improving glucose control, with patients experiencing fewer fluctuations and instances of hypoglycemia or hyperglycemia. Simulation results show that the use of the controller is very useful in managing blood glucose levels over a longer period and corresponding insulin infusion levels are also controlled well, which is much less than the previously reported control methodologies. This paper highlights potential benefits of using this controller in managing T1D and improving glucose control.

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基于 IMO-PSO FO-PID 控制器的 1 型糖尿病患者术后胰岛素输注系统
术后 1 型糖尿病患者(T1D)的血糖水平控制极为重要。这项工作提出了在术后护理中管理和控制 1 型糖尿病患者胰岛素注射的控制器。拟议的工作研究了 IMO-PSO FO-PID 控制器,将其作为改善胰岛素输送的新方法。该控制器利用优化算法实时调节胰岛素水平。基于粒子群优化(PSO)的调整已经是胰岛素调节的一种行之有效的方法,多目标 PSO 与 FO-PID 相结合非常适合进行测试。此外,该系统旨在降低胰岛素水平,因为胰岛素水平过高会增加 T1D 患者的并发症风险。结果表明,IMO-PSO FO-PID 控制器能有效改善血糖控制,使患者的血糖波动和低血糖或高血糖情况减少。模拟结果表明,使用该控制器在较长时间内管理血糖水平方面非常有用,相应的胰岛素输注水平也得到了很好的控制,这与之前报道的控制方法相比要少得多。本文强调了使用这种控制器管理 T1D 和改善血糖控制的潜在好处。
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来源期刊
Measurement Sensors
Measurement Sensors Engineering-Industrial and Manufacturing Engineering
CiteScore
3.10
自引率
0.00%
发文量
184
审稿时长
56 days
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