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Rapid Indirect Trajectory Optimization on Highly Parallel Computing Architectures

机译:高度并行计算架构上的快速间接轨迹优化

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摘要

A graphics-processing-units-accelerated indirect trajectory optimization methodology that uses the multiple shooting method and continuation is developed using the CUDA platform. The algorithm is designed to exploit the parallelism inherent in the indirect shooting method while maximizing computational efficiency. The resulting rapid optimal control framework enables the construction of high quality optimal trajectories that satisfy constraints and the necessary conditions of optimality. The performance of the framework is highlighted by construction of maximum terminal velocity trajectories for a hypothetical long-range weapon system. Various hypothetical mission scenarios that enforce different combinations of initial, terminal, interior point, and path constraints that demonstrate the rapid construction of complex trajectories are used to compare performance of the graphics-processing-units-accelerated solver to MATLAB (R)'s bvp4c. Trajectory problems of this kind were previously considered impractical to solve using indirect methods. The graphics-processing-units-accelerated solver is found to be two to four times faster than MATLAB (R)'s bvp4c for a small-dimensional system, even while running on graphics processing units hardware that is five years behind the state of the art.
机译:使用CUDA平台开发了使用多重射击方法和连续性的图形处理单元加速的间接轨迹优化方法。该算法旨在利用间接射击方法固有的并行性,同时最大程度地提高计算效率。由此产生的快速最优控制框架使得能够构建满足约束和最优性必要条件的高质量最优轨迹。通过构想一个远程武器系统的最大终极速度轨迹,突出了该框架的性能。强制执行初始,终点,内部点和路径约束的不同组合的各种假设任务场景,演示了复杂轨迹的快速构建,这些场景被用来将图形处理单元加速求解器的性能与MATLAB(R)的bvp4c进行比较。以前认为这种轨迹问题对于使用间接方法解决是不切实际的。对于小尺寸系统,即使在图形处理单元硬件上运行了5年之后,图形处理单元加速求解器的速度也比MATLAB(R)的bvp4c快了2至4倍。艺术。

著录项

  • 来源
    《Journal of Spacecraft and Rockets 》 |2017年第5期| 1081-1091| 共11页
  • 作者单位

    Purdue Univ, Sch Aeronaut & Astronaut, W Lafayette, IN 47907 USA;

    Purdue Univ, Sch Aeronaut & Astronaut, W Lafayette, IN 47907 USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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