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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 equa-tion method (SDRE), a powerful technique for optimal estimation andcontrol of nonlinear systems. Following the standard SDRE approach,nonlinear model equations are recast as pseudolinear equations witha state-dependent coefficient matrix. Exploiting the non-uniquenessof this parametrization, this work formulates a nonlinear optimizationproblem with respect to the weights of linear combination of primarystate-dependent coefficient matrices. The measure of performance isthe classical infinite-horizon integral cost quadratic with respect to thestate and the control. The controller assumes an SDRE-like structure,but where the gains becomes nonlinear functions of the decision vari-ables. The proposed solution implements two types of gradient-basediterative methods (steepest descent and Newton steps) where the gra-dient of the integral cost is numerically evaluated. In order to allow foron-line implementation, a simpler suboptimal algorithm is devised wherethe controller switches among a finite set of possible SDRE controllers,which are implemented in parallel. The application of the optimizedSDRE method to attitude stabilization for rigid body dynamics withfull information and actuation is developed and illustrated via numeri-cal simulations. Further, the application to attitude and attitude ratesestimation is described and implemented on a numerical example. Ex-tensive Monte-Carlo simulations show satisfying performances of boththe stabilization and the estimation applications.
机译:这项工作是对国家依卡提方程的扩展。 方法(SDRE),一种用于进行最佳估算和评估的强大技术 非线性系统的控制。遵循标准的SDRE方法, 非线性模型方程式被重铸为伪线性方程式,其中 与状态有关的系数矩阵。利用非唯一性 关于此参数化,这项工作制定了非线性优化 关于初级线性组合权重的问题 状态相关系数矩阵。绩效指标是 关于 状态和控制。控制器采用类似于SDRE的结构, 但是当收益变成决策变量的非线性函数时 的能力。所提出的解决方案实现了两种类型的基于梯度的 迭代方法(最速下降和牛顿阶跃),其中 对总成本的数字进行评估。为了允许 在线实施中,设计了一种更简单的次优算法,其中 控制器会在有限的一组可能的SDRE控制器之间切换, 这是并行实现的。优化应用 SDRE方法用于稳定姿态的刚体动力学 完整的信息和操作通过数字进行开发和说明。 校准模拟。此外,对态度和态度率的应用 在数值示例上描述和实现估计。前任- 紧张的蒙特卡洛模拟显示了令人满意的性能 稳定和估计应用。

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