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Research on classification and recognition of badminton batting action based on machine learning

机译:基于机器学习的羽毛球击球运动分类与识别研究

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摘要

At present, the application of artificial intelligence in the identification and classification of sports technology is still relatively small, and it is difficult to effectively improve the training and competition quality of athletes. Based on this, this study takes badminton as an example for analysis. Moreover, based on the complexity and multi-deformation of this motion, this study uses machine learning as the basic algorithm to design a real-time classification algorithm for badminton action. At the same time, this paper improves the traditional algorithm, designs an improved training model, and verifies the effectiveness of the design algorithm by experimental method. In addition, this paper constructs a feature statistics and pace training system with the support of machine learning algorithms through statistical analysis and statistical badminton technical features and realizes the intelligentization of badminton batting action classification and recognition. Finally, this paper designs a comparative test for system functional testing. The system test shows that the system can effectively improve the action classification and recognition effect and can provide theoretical reference for subsequent related research.
机译:目前,人工智能在体育技术的识别和分类中的应用仍然比较少,并且很难有效地改善运动员的培训和竞争质量。基于此,本研究将羽毛球作为分析的示例。此外,根据这种运动的复杂性和多变形,本研究使用机器学习作为设计羽毛球动作的实时分类算法的基本算法。同时,本文改善了传统的算法,设计了改进的训练模型,并通过实验方法验证了设计算法的有效性。此外,本文通过统计分析和统计羽毛球技术特征构建了具有机器学习算法的机器学习算法的特征统计和步伐系统,并实现了羽毛球击球作用分类和识别的智能化。最后,本文设计了对系统功能测试的比较测试。系统测试表明,该系统可以有效地提高动作分类和识别效果,可以为随后的相关研究提供理论参考。

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