[正规论文]数据缺失时华法林的模型预测及比例积分控制

Emma D. Wilson, Q. Clairon, R. Henderson, C. J. Taylor
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引用次数: 1

摘要

研究了用华法林控制凝血速度的控制理论方法。控制器的开发和分析使用医院数据的慢性疾病患者在华法林抗凝治疗。比例积分(PI)和模型预测(MPC)控制器用于估计处理决策。这些控制器以一种新颖的方式进行了调整,使其能够用于丢失或不规则采样的数据。控制器的性能是通过系统的模拟和回顾性地比较数据中的实际决策与控制算法所建议的决策来评估的。研究表明,当血液凝固速度在目标范围内时,控制算法提出的决策与(医务人员)实际做出的决策相似,因此可能会产生类似的理想结果。当凝血速度超出理想范围、过高或过低时,控制算法平均分别建议更低或更高的输入。这些建议可能会带来更好的结果。
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[Regular Paper] Model Predictive and Proportional Integral Control of Blood Clotting Speed Using Warfarin when Data are Missing
A control theory approach to the management of the blood clotting speed using the anticoagulant Warfarin is investigated. Controllers are developed and analysed using hospital data from patients with chronic conditions under Warfarin anticoagulation treatment. Proportional Integral (PI) and Model Predictive (MPC) controllers are used to estimate treatment decisions. These controllers are adapted in a novel manner, to enable their use with missing or irregularly sampled data. The performance of the controllers is evaluated both using a simulation of the system and by retrospectively comparing actual decisions in the data to those suggested by the control algorithms. It is shown that when the blood clotting speed is within a target range, the decisions suggested by the control algorithms are similar to those actually made (by medical staff), so would likely have led to similar desirable outcomes. When the blood clotting speed is outside the desirable range and too high or too low, the control algorithms on average suggest lower, or higher inputs respectively. These suggestions are likely to lead to improved outcomes.
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