认知风格对建筑工人危险识别的影响机制:一种机器学习辅助的方法
Linhui Sun1, Huiling Zhang1, Wenqin Li1
1College of Management, Xi'an University of Science and Technology, Xi'an, 710054, China.
Work (Reading, Mass.)
|June 25, 2025
概括
现场独立 (FI) 个体更快地识别建筑危险,而现场依赖 (FD) 个体更准确. 认知风格主要通过视觉搜索影响危险识别,为个性化安全培训提供信息.
科学领域:
- 认知心理学 认知心理学
- 人类因素工程 人类因素工程
- 职业安全 在职业安全.
背景情况:
- 危险识别对于建筑工人安全至关重要,涉及视觉搜索和认知处理.
- 场依赖 (FD) 和场独立 (FI) 的认知风格影响危险识别,但确切的机制尚不清楚.
研究的目的:
- 澄清FD和FI认知风格如何影响危险识别机制.
- 通过机器学习和多式联络数据验证这些影响机制.
主要方法:
- 使用眼睛跟踪和脑电图 (EEG) 来量化视觉搜索和认知阶段.
- 在FD和FI组 (n=40) 之间比较危险识别性能,眼睛跟踪数据和与事件相关的潜力.
- 应用机器学习算法来验证认知风格对危险识别的影响.
主要成果:
- 现场独立的个体表现出更快的危险识别,而现场依赖的个体表现出更高的准确性.
- 认知风格主要通过影响视觉搜索阶段来影响危险识别.
- 机器学习和多模式分析证实了认知风格的重大影响.
结论:
- 这项研究为认知风格与建筑中的危险识别之间的关系提供了新的见解.
- 调查结果为评估工人危险识别和制定个性化安全干预措施提供了科学基础.
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