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Real-time trajectory generation: Improving the optimality and speed of an inverse dynamics method

机译:实时轨迹生成:提高逆动力学方法的最优性和速度

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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.
机译:最小时间飞机轨迹生成问题的解决方案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。空速通常由非线性约束优化来确定,因此空速参数化的程度会影响最优性和计算速度。描述了一种直接评估最大可行空速的替代方法,并将其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级的参数化可在针对最佳性的高阶和针对速度的低度之间取得良好的权衡。但是,直接评估空速更接近于最优,并且不易于收敛到本地解决方案。使用全局Chebyshev(局部二次方)和局部三次方插值研究了约束变量最大值的评估精度,结果表明,二次插值特别是计算效率高,在保持精度的同时提高了速度。

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