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Constrained RMPC algorithms for time delay systems with parametric uncertainties: Application to the cancer combined therapy

机译:具有参数不确定性的时间延迟系统的约束RMPC算法:应用于癌症联合治疗

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In this paper, a new MPC formulation for systems with known delayed states and a new iterative algorithm of robust model predictive control (RMPC) subject to polytopic-type parameter uncertainties and input constraints is presented. Control of delayed systems with parameter uncertainties is usually more complicated in presence of input constraints. MPC is an appropriate approach to handle this type of problems. Unlike existing MPC techniques, the main advantage of the proposed MPC algorithms is that they are simple to construct and therefore can be simply implemented in real applications. Combined chemotherapy and anti-angiogenic treatment is a novel medical approach used for cancer treatment in recent years. The paper shows the performance of proposed algorithms for tumor volume reduction in combined therapy subject to the necessary constraints on drugs dosage. In order to be more realistic, we consider model with delays in states that describe the process of angiogenesis-the growth of new blood vessels by budding from pre-existing vessels - and uncertainty in parameters. Finally, the simulation results illustrate the performance of the proposed algorithms.
机译:本文介绍了具有已知延迟状态的新MPC配方和经过多种多粒型参数不确定性和输入约束的具有多个鲁棒模型预测控制(RMPC)的新的迭代算法。在输入约束的情况下,具有参数不确定性的延迟系统的控制通常更加复杂。 MPC是处理这种问题的适当方法。与现有的MPC技术不同,所提出的MPC算法的主要优点是它们易于构造,因此可以在真实应用中简单地实现。结合化疗和抗血管生成治疗是近年来用于癌症治疗的新型医学方法。本文显示了所提出的肿瘤体积减少算法算法的性能,这些疗法对药物剂量的必要约束而受到必要的限制。为了更加现实,我们考虑具有描述血管生成过程的延迟的模型 - 通过从预先存在的血管中萌芽的新血管的生长 - 以及参数的不确定性。最后,仿真结果说明了所提出的算法的性能。

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