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Optimized State-Dependent Riccati Equation Method for Spacecraft Attitude Estimation and Control

机译:优化的状态相关Riccati方程法用于航天器姿态估计和控制

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This work presents an extension of the state dependent Riccati equation method (SDRE), a powerful technique for optimal estimation and control of nonlinear systems. Following the standard SDRE approach, nonlinear multivariable model equations are recast as a pseudo-linear equations with a state-dependent coefficient matrix. Exploiting the non-uniqueness of that parametrization, an optimization problem is formulated with respect to weighting factors in a generalized state-dependent representation. The measure of performance is the classical infinite-horizon integral quadratic cost. The controller assumes an SDRE-like structure, where the gains becomes nonlinear functions of the decision variables. An offline numerical solution is implemented via two types of gradient-based iterative methods (steepest descent and Newton). In order to allow for on-line implementation, a simpler algorithm is devised where the controller switches among a finite set of possible SDRE controllers, which are implemented in parallel. The application of the optimized SDRE method to attitude stabilization for rigid body dynamics with full information and actuation is developed and illustrated via numerical simulations. Further, the application to attitude and attitude rates estimation is described and implemented on a numerical example. Extensive Monte-Carlo simulations show satisfying performances of the proposed stabilization and the estimation methods in regard of different nonlinear approaches .
机译:这项工作提出了状态相关的Riccati方程方法(SDRE)的扩展,它是用于非线性系统的最佳估计和控制的强大技术。遵循标准的SDRE方法,非线性多变量模型方程式被重铸为具有状态相关系数矩阵的伪线性方程式。利用该参数化的非唯一性,针对广义状态相关表示中的加权因子,提出了一个优化问题。性能的度量标准是经典的无限水平积分二次方成本。控制器采用类似于SDRE的结构,其中增益变为决策变量的非线性函数。离线数值解是通过两种基于梯度的迭代方法(最速下降法和牛顿法)实现的。为了允许在线实施,设计了一种更简单的算法,其中控制器在有限的一组可能的SDRE控制器之间切换,这些SDRE控制器以并行方式实现。通过数值模拟,开发并说明了优化的SDRE方法在具有完整信息和驱动力的刚体动力学姿态稳定中的应用。此外,在数值示例上描述并实现了对姿态和姿态速率估计的应用。广泛的蒙特卡洛模拟显示了在不同非线性方法下所提出的稳定性和估计方法的令人满意的性能。

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