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Robust and adaptive anticoagulant control

机译:鲁棒和适应性的抗凝剂控制

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摘要

We consider a control theory approach to adaptive dose allocation of anticoagulants, based on an analysis of records of 152 patients on long-term warfarin treatment. We consider a selection of statistical models for the relationship between the dose of drug and subsequent blood clotting speed, measured through the international normalized ratio. Our main focus is on subsequent use of the model in guiding the choice of the next dose adaptively as patient-specific information accrues. We compare a naive long-term approach with a proportional-integral-plus method, with parameters estimated by either linear quadratic optimization or by stochastic re-source allocation. We demonstrate advantages of the control approaches in comparison with a naive approach in simulations and through calculation of robust stability margins for the ob-served data.
机译:我们考虑了一种对抗凝血剂的自适应剂量分配的控制理论方法,基于152例长期华法林治疗的记录。我们考虑通过国际归一化比率测量的药物剂量和随后的血凝凝固速度之间的关系的统计模型。我们的主要重点是随后使用该模型在为患者特定信息累积中适应地指导下一剂的选择。我们使用比例整合方法进行比较天真的长期方法,参数由线性二次优化或随机重新源分配估计。我们展示了控制方法的优势,与模拟中的天真方法和稳健稳定性边距进行了比较,以及用于OB服务数据的稳健稳定性边缘。

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