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A Control-Theoretic Study on Runge–Kutta Methods With Application to Real-Time Fault-Tolerant Control of Nonlinear Systems

机译:Runge-Kutta方法的控制理论研究及其在非线性系统实时容错控制中的应用

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This paper addresses real-time fault-tolerant control (FTC) of nonlinear systems by adopting the internal model control structure with embedded iterative computation. We first study the Runge–Kutta (RK) type methods for solving the nonlinear ordinary differential equations and derive the convergence conditions in the control-theoretic framework. Then, we propose an observer-like iterative solution to improve the convergence rate of the RK method by embedding the sensor signals into the iterative computation. Based on these results, real-time FTC is achieved and enhanced by employing the modified numerical algorithm in the iterative computation and estimation. This paper is mainly motivated by the increasing demands on the reliability of integrating the fast converging iterative solutions of differential equations into the embedded control systems. The effectiveness of the proposed schemes is demonstrated through the experimental and simulation results on three-tank systems.
机译:本文通过采用具有嵌入式迭代计算的内部模型控制结构来解决非线性系统的实时容错控制(FTC)问题。我们首先研究了求解非线性常微分方程的Runge-Kutta(RK)型方法,并推导了控制理论框架中的收敛条件。然后,我们提出了一种类似于观测器的迭代解决方案,通过将传感器信号嵌入迭代计算中来提高RK方法的收敛速度。基于这些结果,通过在迭代计算和估计中采用改进的数值算法,可以实现并增强实时FTC。本文主要是由于对将微分方程的快速收敛迭代解集成到嵌入式控制系统中的可靠性提出了越来越高的要求。通过三罐系统的实验和仿真结果证明了所提方案的有效性。

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