Wang Jiachen, Zhao Kejian, Deng Dazhen, Cao Anqi, Xie Xiao, Zhou Zheng, Zhang Hui, Wu Yingcai
IEEE Trans Vis Comput Graph. 2020 Jan;26(1):407-417. doi: 10.1109/TVCG.2019.2934630. Epub 2019 Aug 20.
Simulative analysis in competitive sports can provide prospective insights, which can help improve the performance of players in future matches. However, adequately simulating the complex competition process and effectively explaining the simulation result to domain experts are typically challenging. This work presents a design study to address these challenges in table tennis. We propose a well-established hybrid second-order Markov chain model to characterize and simulate the competition process in table tennis. Compared with existing methods, our approach is the first to support the effective simulation of tactics, which represent high-level competition strategies in table tennis. Furthermore, we introduce a visual analytics system called Tac-Simur based on the proposed model for simulative visual analytics. Tac-Simur enables users to easily navigate different players and their tactics based on their respective performance in matches to identify the player and the tactics of interest for further analysis. Then, users can utilize the system to interactively explore diverse simulation tasks and visually explain the simulation results. The effectiveness and usefulness of this work are demonstrated by two case studies, in which domain experts utilize Tac-Simur to find interesting and valuable insights. The domain experts also provide positive feedback on the usability of Tac-Simur. Our work can be extended to other similar sports such as tennis and badminton.
竞技体育中的模拟分析可以提供前瞻性见解,有助于提高运动员在未来比赛中的表现。然而,充分模拟复杂的比赛过程并向领域专家有效解释模拟结果通常具有挑战性。这项工作提出了一项设计研究,以解决乒乓球领域的这些挑战。我们提出了一种成熟的混合二阶马尔可夫链模型来表征和模拟乒乓球比赛过程。与现有方法相比,我们的方法首次支持对战术进行有效模拟,战术代表了乒乓球中的高级比赛策略。此外,我们基于所提出的模型引入了一个名为Tac-Simur的可视化分析系统,用于模拟可视化分析。Tac-Simur使用户能够根据不同球员在比赛中的各自表现轻松浏览不同球员及其战术,以识别感兴趣的球员和战术进行进一步分析。然后,用户可以利用该系统交互式地探索各种模拟任务并直观地解释模拟结果。两个案例研究证明了这项工作的有效性和实用性,领域专家利用Tac-Simur找到了有趣且有价值的见解。领域专家也对Tac-Simur的可用性给予了积极反馈。我们的工作可以扩展到其他类似运动,如网球和羽毛球。