Identification of the optimal racing line for top male athletes on a segment of a World Cup downhill alpine ski slope using tracking data

Martin Gallimore, Edouard Koehn, Mario Schlegel, Leon Stillhard, Andreas Vetsch, Björn Peter Bruhin, Martin J. Bünner
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Abstract

Using tracking data we can identify the optimal racing line for top male athletes on the famous S-curved segment (Brueggli-S) of the downhill FIS world cup track “Lauberhorn” in Switzerland. For this, we have measured and analysed training runs, measured on a single day, of 10 world class athletes. Based on curvatures derived from the tracking data, a large variation in racing lines adopted by the athletes was observed. Each of the detected racing lines share a similar pattern: The maximum curvature in the first curve is strongly correlated with the minimum curvature of the second curve. We have found that, for the athletes under investigation, the overall best racing line is characterized by a defined ratio of the maximum curvature of the first to the second curve. We claim that the observed correlation, as well as the optimal ratio of curvatures, is universal for a class of athletes with nearly identical performance levels. If and how this ratio varies for different classes of athletes (i.e. U10, U12 or U16 athletes) is an as yet unanswered question and remains open to further investigation.
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利用跟踪数据确定世界杯高山速降滑雪赛一段赛道上顶尖男子运动员的最佳比赛线路
利用跟踪数据,我们可以确定顶尖男子运动员在瑞士国际滑雪联合会(FIS)世界杯下坡赛道 "Lauberhorn "著名的 S 弯路段(Brueggli-S)上的最佳比赛线路。为此,我们测量并分析了 10 名世界级运动员在一天内进行的训练跑。根据跟踪数据得出的曲率,我们观察到运动员采用的比赛线路存在很大差异。每条检测到的赛跑线路都有相似的模式:第一条曲线的最大曲率与第二条曲线的最小曲率密切相关。我们发现,对于所研究的运动员来说,整体最佳赛跑路线的特点是第一条曲线的最大曲率与第二条曲线的最大曲率之间有一个确定的比率。我们认为,对于成绩水平几乎相同的一类运动员来说,观察到的相关性以及最佳曲率比是普遍存在的。对于不同级别的运动员(即 U10、U12 或 U16 运动员),这一比率是否会变化以及如何变化,是一个尚未回答的问题,有待进一步研究。
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Proceedings of the Ninth International Congress on Science and Skiing (ICSS) – Saalbach/Hinterglemm March 2023 Automatic gate-to-gate time recognition from audio recordings in slalom skiing using neural networks Identification of the optimal racing line for top male athletes on a segment of a World Cup downhill alpine ski slope using tracking data Heel riser height influence on kinematics and muscle activity of ski mountaineering – A field based study Development of world class ski performance: Similarities and differences in pathways to expertise for freeskiers and cross-country skiers
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