Piecewise Parallel Optimal Algorithm

Z. Zhu, Gefei Shi
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引用次数: 1

Abstract

This chapter studies a new optimal algorithm that can be implemented in a piecewise parallel manner onboard spacecraft, where the capacity of onboard computers is limited. The proposed algorithm contains two phases. The predicting phase deals with the openloop state trajectory optimization with simplified system model and evenly discretized time interval of the state trajectory. The tracking phase concerns the closed-loop optimal tracking control for the optimal reference trajectory with full system model subject to real space perturbations. The finite receding horizon control method is used in the tracking program. The optimal control problems in both programs are solved by a direct collocation method based on the discretized Hermite–Simpson method with coincident nodes. By considering the convergence of system error, the current closed-loop control tracking interval and next open-loop control predicting interval are processed simultaneously. Two cases are simulated with the proposed algorithm to validate the effectiveness of proposed algorithm. The numerical results show that the proposed parallel optimal algorithm is very effective in dealing with the optimal control problems for complex nonlinear dynamic systems in aerospace engineering area.
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分段并行优化算法
本章研究了一种新的优化算法,该算法可以在星载计算机容量有限的情况下以分段并行方式实现。该算法包含两个阶段。预测阶段处理开环状态轨迹优化,简化系统模型,均匀离散状态轨迹时间间隔。跟踪阶段是考虑实际空间扰动下全系统模型下最优参考轨迹的闭环最优跟踪控制。跟踪程序采用有限后退地平线控制方法。两种方案的最优控制问题均采用基于离散Hermite-Simpson方法的直接配点法求解。考虑到系统误差的收敛性,同时处理当前闭环控制跟踪区间和下一开环控制预测区间。通过对两种情况的仿真,验证了算法的有效性。数值结果表明,所提出的并行优化算法对于解决航空航天工程领域复杂非线性动态系统的最优控制问题是非常有效的。
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