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Optimal control for a class of affine nonlinear systems based on SDRE and Improved Newton Method

机译:基于SDRE和改进牛顿法的仿射非线性系统的最优控制

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The problem of designing and implementing optimal controllers for a class of affine nonlinear systems is considered. Nonlinear optimal control problem generally leads to the difficulty of solving nonlinear Hamilton-Jacobi-Bellman (HJB) equation, in order to avoid the HJB problem, State-dependent Riccati equation (SDRE) method is adopted firstly to design nonlinear optimal controller. And then, a method of choosing weighting matrices of state-dependent is proposed. In order to avoid solving algebraic Riccati equations for P(x) at each sampling step, an Improved Newton Method (INM) is adopted secondly for implementation of SDRE controller, which can get P(x) by its own iteration, therefore computational and storage burden can be reduced for complex and high-order systems. Finally, simulation is carried out by a permanent magnet synchronous motor (PMSM) model to evidence the effectiveness of the method proposed in this paper.
机译:考虑了一类仿射非线性系统的最优控制器的设计和实现问题。非线性最优控制问题通常导致求解非线性Hamilton-Jacobi-Bellman(HJB)方程的难度,为避免HJB问题,首先采用状态相关Riccati方程(SDRE)方法设计非线性最优控制器。然后,提出了一种选择状态相关加权矩阵的方法。为了避免在每个采样步骤求解P(x)的代数Riccati方程,第二步采用改进的牛顿法(INM)来实现SDRE控制器,该方法可以通过其自身的迭代获得P(x),因此进行了计算和存储对于复杂的高阶系统,可以减轻负担。最后,通过永磁同步电动机(PMSM)模型进行仿真,以证明本文提出的方法的有效性。

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