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Gauss pseudospectral and continuation methods for solving two-point boundary value problems in optimal control theory

机译:最优控制理论中求解两点边值问题的高斯伪谱和延拓方法

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In this study, we propose an efficient pseudospectral method for solving two-point boundary value problems in optimal control theory. In our proposed approach, the Gauss pseudospectral method is utilized to reduce a two-point boundary value problem into the solution of a system of algebraic equations. However, the convergence to the solution of the system of equations obtained may be slow, or it can even fail, if a very good initial estimate of the optimal solution is not available. To overcome this drawback, we employ a numerical continuation method, which resolves the sensitivity of the proposed method to the initial estimate. The main advantages of the present combined method are that good results are obtained even when using a small number of discretization points, while the sensitivity to the initial estimate when solving the final system of algebraic equations is resolved successfully. The proposed method is especially useful when shooting methods fail due to the sensitivity or stiffness of the problem. We present numerical results for two examples to demonstrate the efficiency of the combined method.
机译:在这项研究中,我们提出了一种解决最优控制理论中两点边值问题的有效伪谱方法。在我们提出的方法中,利用高斯伪谱方法将两点边值问题简化为代数方程组的解。但是,如果无法获得最优解的很好的初始估计,则所获得的方程组解的收敛速度可能很慢,甚至可能失败。为了克服此缺点,我们采用了数值连续方法,该方法解决了所提出方法对初始估计的敏感性。本组合方法的主要优点是,即使使用少量离散点,也能获得良好的结果,同时可以成功解决求解最终代数方程组时对初始估计的敏感性。当拍摄方法由于问题的敏感性或僵硬性而失败时,建议的方法特别有用。我们提供了两个示例的数值结果,以证明组合方法的效率。

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