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Design of model reference adaptive-PID controller for automated portable duodopa pump in Parkinson's disease patients

机译:帕金森病患者自动便携式Duodopa泵模型参考自适应PID控制器设计

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This paper focuses on the design of an automated portable Duodopa pump (PDP) for Parkinson's disease (PD) patients, with the aim of achieving robust performance on intra-day, intra-patient and inter-patient variability under various disturbances, parameter variations and uncertainties. For achieving this objective a suitably modified Hacisalihzade's pharmacokinetics-pharmacodynamics (PK-PD) model of Levodopa has been chosen. By using Bernoulli's equation for pressure balance and Hagen-Poiseuille law for flow rate, a positive displacement piston type drug dispensing syringe connected to PEG-J (percutaneous endoscopic gastrostomy- Jejunal) tube is modeled under the assumption of Newtonian, incompressible and laminar flow properties. A PDP is proposed employing model reference adaptive-PID (MRA-PID) as the control strategy and the closed-loop responses are compared with a PID controller tuned by particle swam optimization (PSO-PID). In MRA-PID controller an impeccable tracking of reference model is accomplished by a parameter adaptation mechanism such as a gradient decent method named MIT rule. The overall performances of both the controllers are evaluated under two different perturbation protocols as well as sensor noise and the robust stability is analyzed theoretically for structured uncertainties in system gain and time constant by using a cohort of eight in- silico subjects with large inter-patient variability. Even though the responses from both the controllers are stable with zero steady state error and zero undershoots, the dynamic performances of proposed controller is superior and safe under unannounced meal disturbances, intra and inter patient variability.
机译:本文重点介绍了帕金森病(PD)患者的自动便携式Duodopa泵(PDP)的设计,目的是在各种干扰,参数变化和患者内部的患者内,患有患者内和患者间变异性的鲁棒性能。不确定因素。为了实现这一目标,已经选择了适当改进的Hacisalihzade的药代动力学 - 药效学(PK-PD)模型的左旋多巴模型。通过使用Bernoulli的压力平衡和哈根 - Poiseuille定律进行流速,将连接到PEG-J(经皮内窥镜胃痛术)管的正排量活塞式药物分配注射器在牛顿,不可压缩和层流性能的假设下进行了建模。提出PDP采用模型参考自适应PID(MRA-PID)作为控制策略,并将闭环响应与PID SWAM优化(PSO-PID)调谐的PID控制器进行比较。在MRA-PID控制器中,参考模型的无可挑剔的跟踪是通过参数自适应机制完成的,例如名为MIT规则的梯度体积方法。控制器的总体性能在两种不同的扰动协议中以及传感器噪声和鲁棒稳定性通过使用大型患者的八个内部受试者的六个内部受试者在系统增益和时间常数中进行了结构化的不确定性变化性。尽管来自两个控制器的响应具有零稳态误差和零海底稳定,所以提出的控制器的动态性能在未经安静的膳食干扰,内部和患者间可变性下都是优越和安全的。

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