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A hybrid approach to optimal control problems with nondifferential constraints

机译:具有非微分约束的最优控制问题的混合方法

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A hybrid approach to variational control is presented for the class of optimal control problems having nondifferential constraints. The hybrid approach takes advantage of the best features of the direct and indirect approaches to optimal control. The original infinite-dimensional problem is first converted to a mathematical programming problem via the direct approach of transcription. Utilizing the fact that the necessary conditions of the resulting mathematical programming problem represent a discrete nonlinear two-point boundary-value problem, a solution can be obtained by embedding forward integration sweeps within an iterative algorithm, a characteristic of the indirect approach. The hybrid approach not only allows for the preconditioning of ill-conditioned problems through knowledge of the Hessian, but also reduces the dimension of the search space through the solution of the discrete two-point boundary-value problem. The reduction in the dimension of the search space is achieved by having to search only over the discrete control variables rather than both the discrete state and control variables and can lead to significant improvements in algorithm convergence.
机译:针对具有非异常约束的最佳控制问题的类别呈现了对变分控制的混合方法。混合方法利用了直接和间接方法对最佳控制的最佳特征。首先通过转录的直接方法将原始无限尺寸问题转换为数学编程问题。利用所得数学编程问题的必要条件代表离散非线性两点边值问题,可以通过在迭代算法内嵌入前向集成扫描,间接方法的特征来获得解决方案。混合方法不仅可以通过对Hessian的知识来允许对不良问题的预处理,而且还通过离散的两点边值问题解决来降低搜索空间的维度。通过仅在离散控制变量上而不是离散状态和控制变量的不同之处搜索来实现搜索空间的尺寸的减小,并且可以导致算法融合的显着改进。

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