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A new modified polynomial-based optimal control design approach

机译:一种新的基于多项式的最优控制设计方法

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The main concern of this article is addressing a new modified approach to design a nonlinear optimal controller. The modification focuses on proposing a new approximate solution for the Hamilton–Jacobi–Bellman nonlinear partial differential equation. The introduced solution works based on the state-dependent power series expansion presentation of the involved functions in the Hamilton–Jacobi–Bellman partial differential equation. Applying this technique results in releasing a set of free state-dependent functions in the controller structure that can be adjusted to fulfill some special control missions in addition to the optimization objectives. They are formed based on the specific formulation of the candidate Lyapunov function. The proposed approach is exemplified for an intricate biological system, immunogenic tumor-immune cell interaction in the human body, to clarify the mechanism of designing the controller and adjusting the arrays of the free matrices. The closed-loop system by presented optimal state feedback controller meets the predefined optimization objectives without getting feedback from a hard-measurable state. It is achieved by adjusting the aforementioned released functions such that an optimal output feedback controller is obtained. To have some insights into the performance of the system and the effectiveness of the controller, the positiveness of the system’s states is proved and checked numerically by applying the differential transformation method to the system’s differential equations. Finally, to highlight the abilities of the proposed approach from different aspects, some simulations are carried out.
机译:本文的主要关注点是解决一种设计非线性最优控制器的新修改方法。该修改侧重于提出汉密尔顿 - 雅各比 - 贝尔曼非线性偏微分方程的新近似解。引进的解决方案基于汉密尔顿 - 雅各比 - 贝尔曼局部微分方程所涉及的函数的扩展介绍。应用该技术导致在控制器结构中释放一组自由状态函数,除了优化目标之外,还可以调整以满足一些特殊控制任务。它们是基于候选Lyapunov功能的具体制剂而形成的。所提出的方法举例说明了人体中复杂的生物系统,免疫原性肿瘤免疫细胞相互作用,以阐明设计控制器的机制并调节游离基质阵列。封闭环路系统通过呈现的最佳状态反馈控制器符合预定义的优化目标,而不从硬可测量状态获得反馈。通过调整上述释放的功能,使得获得最佳输出反馈控制器来实现。为了对系统的性能和控制器的有效性有所了解,通过将差分转换方法应用于系统的微分方程来证明和检查系统状态的正力。最后,为了从不同方面突出所提出的方法的能力,进行了一些模拟。

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