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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:对最小时间飞机轨迹产生问题的解决方案的最优性取决于所生成的空速对满足所有路径和边界约束的最大空速的近距离。空速通常由非线性约束优化确定,因此空速参数化的程度影响最优性和计算速度。描述并与优化方法进行比较并将其与优化方法相比直接评估最大可行空速的替代方法。结果采用Chebyshev多项式显示,在隔离,8-10度的参数化在高度之间提供良好的折衷,以获得最佳性和速度的低度。然而,直接评估空速更接近最优性,并且不容易收敛到当地解决方案。使用全球Chebyshev,局部二次和局部立方体,插值来研究约束变量的最大值的评估的准确性,结果表明,特别是在计算上的二次插值,速度增加速度,同时保持精度。

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