实时轨迹生成:提高逆动力学方法的最优性和速度

R. Drury, A. Tsourdos, A. Cooke
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引用次数: 5

摘要

求解最小时间飞机轨迹生成问题的最优性取决于生成的空速与满足所有路径和边界约束的最大空速的接近程度。空速通常是由非线性约束优化决定的,因此空速参数化的程度影响着最优性和计算速度。描述了一种替代方法,即直接评估最大可行空速,并与优化方法进行了比较。使用Chebyshev多项式的结果表明,孤立地,8-10度的参数化在高最优度和低速度度之间提供了良好的权衡。然而,直接评估空速更接近最优,而且不容易收敛到局部解。研究了全局切比雪夫插值法、局部二次插值法和局部三次插值法求约束变量最大值的精度,结果表明二次插值法在保证精度的同时提高了计算速度,具有较高的计算效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Real-time trajectory generation: Improving the optimality and speed of an inverse dynamics method
The optimality of a solution to a minimum-time aircraft trajectory generation problem depends on the closeness of the generated airspeed to the maximum airspeed that satisfies all path and boundary constraints. Airspeed is typically determined by nonlinear constrained optimization, hence the degree of the airspeed parameterization affects optimality and computational speed. An alternative approach, directly evaluating maximum feasible airspeed, is described and compared with the optimization approach. Results using Chebyshev polynomials show that, in isolation, parameterizations of degree 8–10 deliver a good trade-off between high degree for optimality and low degree for speed. However, directly evaluating airspeed is closer to optimality and not prone to convergence to a local solution. Accuracy of evaluation of the maxima of constrained variables is investigated using global Chebyshev, local quadratic, and local cubic, interpolation, and results show that quadratic interpolation in particular is computationally efficient, increasing speed while maintaining accuracy.
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