Multi-Phase Trajectory Optimization for Alpine Skiers Using an Improved Retractable Body Model

IF 1.6 3区 数学 Q2 MATHEMATICS, APPLIED
Congying Cai, Xiaolan Yao
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引用次数: 0

Abstract

In this paper, an improved retractable body model (IRBM) is established, which has an advantage in simulating the flexion-and-extension motion of skier’s legs during carved turning and straight gliding. The trajectory optimization problem for the nonlinear alpine skiing system is transformed into a multi-phase optimal control (MPOC) problem. Subsequently, a constrained multi-phase trajectory optimization model is developed based on the optimal control theory, where the optimization target is to minimize the total skiing time. The optimization model is discretized by using the Radau pseudospectral method (RPM), which transcribes the MPOC problem into a nonlinear programming (NLP) problem that is then solved by SNOPT solver. Through numerical simulations, the optimization results under different constraints are obtained using MATLAB. The variation characteristics of the variables and trajectories are analyzed, and four influencing factors related to the skiing time are investigated by comparative experiments. It turns out that the small turning radius can reduce the total skiing time, the flexion-and-extension motion of legs is beneficial to skier’s performance, and the large inclination angle can shorten skier’s turning time, while the control force has a slight effect on the skiing time. The effectiveness and feasibility of the proposed models and trajectory optimization strategies are validated by simulation and experiment results.

Abstract Image

使用改进的可伸缩身体模型优化高山滑雪运动员的多阶段轨迹
本文建立了一种改进的可伸缩身体模型(IRBM),该模型在模拟滑雪者腿部在雕刻转弯和直线滑行时的屈伸运动方面具有优势。非线性高山滑雪系统的轨迹优化问题被转化为多阶段最优控制(MPOC)问题。随后,基于最优控制理论建立了一个受约束的多阶段轨迹优化模型,优化目标是最小化总滑雪时间。通过使用 Radau 伪谱法(RPM)对优化模型进行离散化,将 MPOC 问题转化为非线性编程(NLP)问题,然后使用 SNOPT 求解器进行求解。通过数值模拟,利用 MATLAB 获得了不同约束条件下的优化结果。分析了变量和轨迹的变化特征,并通过对比实验研究了与滑雪时间相关的四个影响因素。结果表明,转弯半径小可以缩短总滑雪时间,腿部的屈伸运动有利于提高滑雪者的成绩,倾角大可以缩短滑雪者的转弯时间,而控制力对滑雪时间的影响较小。模拟和实验结果验证了所提模型和轨迹优化策略的有效性和可行性。
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来源期刊
CiteScore
3.30
自引率
5.30%
发文量
149
审稿时长
9.9 months
期刊介绍: The Journal of Optimization Theory and Applications is devoted to the publication of carefully selected regular papers, invited papers, survey papers, technical notes, book notices, and forums that cover mathematical optimization techniques and their applications to science and engineering. Typical theoretical areas include linear, nonlinear, mathematical, and dynamic programming. Among the areas of application covered are mathematical economics, mathematical physics and biology, and aerospace, chemical, civil, electrical, and mechanical engineering.
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