| 丁伟利,任天赐,谭伟敏,王文锋.基于视觉的零部件振动裂纹在线监测系统研究[J].电子测量与仪器学报,2022,36(2):78-88 |
| 基于视觉的零部件振动裂纹在线监测系统研究 |
| Online vibration crack detection algorithm based on computer vision |
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| DOI： |
| 中文关键词: 裂纹检测 疲劳裂纹 振动台 计算机视觉 在线监测 |
| 英文关键词:crack detection fatigue crack vibration table computer vision online monitoring |
| 基金项目:国家重点研发计划项目（2018YFB1308300）资助 |
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| 摘要点击次数: 439 |
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| 中文摘要: |
| 金属零部件的质量检测是劳动密集型工作,一般通过疲劳测试评价金属零部件质量,对金属零部件质量进行准确评估
的依据,能够指导设计合理的机械结构并有效减少安全事故和经济损失。 为了快速筛选质量合格、抗振性较强的金属零部件,
针对疲劳测试中快速振动的金属零部件,提出了一种基于计算机视觉的振动疲劳裂纹在线检测算法。 该算法首先基于前后帧
对齐方法消除振动产生的位移和运动模糊,然后利用帧间差法检测零部件表面变化,最后根据裂纹的纹理特征和几何特征通过
分割算法得到裂纹形态和长度参数。 实验结果表明,与静态条件下的裂纹检测算法相比,提出算法能够在振动台不停机的情况
下,自动地获取零部件裂纹的位置、长度及形状等信息,记录裂纹的延展过程,可以大大提高振动裂纹检测的工作效率。 |
| 英文摘要: |
| The quality inspection of metal parts is a labor-intensive work. Generally, fatigue test is used to evaluate the quality of metal
parts and the basis for accurate evaluation of the quality of metal parts, which can guide the design of reasonable mechanical structure
and effectively reduce safety accidents and economic losses. In order to quickly screen qualified metal parts with strong vibration
resistance, an online detection algorithm of vibration fatigue crack based on computer vision is proposed for metal parts with rapid
vibration in fatigue test. Firstly, the displacement and motion blur caused by vibration are eliminated based on the front and rear frame
alignment method, and then the surface changes of parts are detected by the inter frame difference method. Finally, the crack shape and
length parameters are obtained by the segmentation algorithm according to the texture and geometric characteristics of the crack. The
experimental results show that compared with the crack detection algorithm under static conditions, the proposed algorithm can
automatically obtain the location, length and shape of parts’ cracks without stopping the shaking table, and record the crack propagation
process, which can greatly improve the work efficiency of vibration crack detection. |
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