研究爆炸性武术训练对情绪调节和注意力的影响,基于调查问卷数据
Yuansheng Wang1, Huihui Wang1, Xiaohei Lu2
1School of Physical Education, Nantong University, Nantong, 226000, Jiangsu, China.
Scientific reports
|October 31, 2025
概括
这项研究使用深度学习来分析武术,将身体行为与情绪调节和注意力等心理状态联系起来. 将问卷数据直接集成到人工智能模型中,为了解运动员幸福感提供了一种新的方法.
科学领域:
- 运动科学 运动科学 运动科学
- 心理学 心理学 心理学
- 人工智能的人工智能
背景情况:
- 在武术中,弥合身体行为和心理状态之间的差距是具有挑战性的.
- 当前的方法通常将主观报告视为二次验证,而不是核心数据.
研究的目的:
- 开发一个深度学习框架,整合问卷数据来评估武术的心理影响.
- 通过使用主观标签,使以人为中心的运动动态解释成为可能.
主要方法:
- 提出了一个深度学习架构,结合了轨迹感知时空感知网络 (TASPN) 和动态视角诱导优化 (DVIO).
- 利用调查问卷衍生的情感和注意力标签作为模型培训的主要监督信号.
- 处理多式联运视频数据,以调查问卷的心理见解为指导.
主要成果:
- 在情绪调节和注意力评估任务中取得了强大的预测性能.
- 与基线模型相比,证明了优异的结果.
- 证实了将主观人类报告与时空建模融合的有效性.
结论:
- 拟议的框架为心理知情体育分析提供了一个原则性的途径.
- 在高强度训练中实现实时反和个性化认知分析.
- 突出了整合主观数据的潜力,以更深入地了解运动员心理.
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