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Approximate optimal control of nonlinear systems with quadratic performance criteria

机译:具有二次性能准则的非线性系统的近似最优控制

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A method is presented that approximates the solution to a nonlinear optimal control problem with quadratic cost function.We assume that the nonlinear system is accurately represented by a high-fidelity (hf) model which can be of high complexity or even of “black-box” type. The hf-model is oftentimes unsuitable for solving the optimal control problem. The proposed solution method is based on an Iterative Model and Trajectory Refinement (IMTR) strategy that uses a low-fidelity (lf) model to solve the optimal control problem. The lf-model is obtained through linearization of the hf-model, where the linearization point is variable by the optimization algorithm. The method is demonstrated for two problems of orbital transfer and of underactuated spacecraft attitude control with two reaction wheels. In both examples the solutions are shown to be in good agreement with the optimal solutions obtained by solving the respective nonlinear two-point-boundary value problem.
机译:提出了一种用二次成本函数逼近非线性最优控制问题的近似解的方法。我们假设非线性系统由高保真(hf)模型准确表示,该模型可能具有很高的复杂度,甚至可能是“黑匣子” “ 类型。 hf模型通常不适合解决最佳控制问题。所提出的解决方案方法基于迭代模型和轨迹细化(IMTR)策略,该策略使用低保真(lf)模型来解决最优控制问题。 lf模型是通过hf模型的线性化获得的,其中线性化点可以通过优化算法进行更改。该方法针对轨道转移和两个反作用轮的欠驱动航天器姿态控制的两个问题进行了论证。在两个示例中,解决方案均与通过求解各自的非线性两点边界值问题而获得的最优解决方案非常吻合。

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