吸管杆直度测量方法基于边缘点检测的概率统计
Li Zhu1, Yihua Kang2
1School of Mechanical Engineering and Automation, Wuhan Textile University, Wuhan, 430073, CO, China. zlcurie@126.com.
Scientific reports
|January 6, 2025
概括
这项研究提高了吸管杆直度测量,使用概率和统计学来过噪音,比工业应用的传统方法更高的准确性.
科学领域:
- 机械工程 机械工程
- 计量学 计量学 计量学
- 计算机视觉 计算机视觉
背景情况:
- 传统的直度测量方法缺乏对工业需求的效率和实时能力.
- 机器视觉提供在线,非破坏性测试,但与环境噪音影响准确性作斗争.
研究的目的:
- 为了优化工业环境中的直度测量精度.
- 开发一种耐噪声的方法来检测吸管杆的直度.
主要方法:
- 使用概率t分布进行数据分析.
- 实施统计方法来选择边缘点并消除场景噪声.
- 使用一个机器视觉系统与10个工业摄像机阵列.
主要成果:
- 概率和统计学方法严格提取轮采样点,可获得95%的可靠性.
- 与传统的霍夫变换相比,在直度检测方面取得了更高的准确性.
- 在杂的工业环境中表现出更好的性能.
结论:
- 提出的基于概率和统计的方法显著提高了在线直度检测的准确性.
- 这种方法为高精度加工参数测量提供了更可靠的解决方案.
- 该方法有效地减轻了工业机器视觉应用中的噪声干扰.
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