In soccer games, the goalkeeper's performance is an important factor to the success of the whole team. Despite the goalkeeper's importance, little attention has been paid to their performance in events and tracking data. Here, we developed a model to predict which movements would be most effective for shot-stopping and compare it to the real-life behavior of goalkeepers. This model evaluates the performance of goalkeepers based on their position and dive radius. We found that contrary to the movements that were considered most effective by our model, real-life goalkeepers' movements were more diverse. We further used our model to develop a tool to analyse goalkeepers' behavior in real-life soccer games. In addition, a simulator function allows team analysts or couches to identify situations that allow further improvement of the reaction of the goalkeeper.
翻译:在足球比赛中,守门员的表现是整个球队成功的一个重要因素。 尽管守门员的重要性很大, 但他们在赛事和跟踪数据方面的表现却很少受到重视。 在这里, 我们开发了一个模型来预测哪些运动对截击射击最为有效, 并将其与守门员的真实生活行为进行比较。 这个模型根据球员的方位和潜水半径来评估守门员的表现。 我们发现, 与我们模型认为最有效的运动相反, 实际守门员的运动更为多样。 我们还利用我们的模型来开发一个工具来分析守门员在实际足球比赛中的行为。 此外, 模拟器功能可以让团队分析员或沙发确定能够进一步改善守门员反应的情况。