A Method for Assembly Accuracy Detection and Intelligent Error Estimation Based on Computer Vision,ERICDATA高等教育知識庫
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篇名
A Method for Assembly Accuracy Detection and Intelligent Error Estimation Based on Computer Vision
並列篇名
A Method for Assembly Accuracy Detection and Intelligent Error Estimation Based on Computer Vision
作者 Dan-Dan Cui、Chao Xu、Hong-Chao Zhou
英文摘要

This article focuses on the current situation of large assembly errors, easy omissions and errors in the mechanical assembly process. Computer vision is introduced in the assembly process, and visual images are used to estimate assembly errors, thereby improving assembly accuracy. To this end, through improvements to the neural network, the addition of attention and measurement mechanisms, the network’s ability to extract and distinguish features from assembly images has been improved. Finally, deep learning algorithms are used to estimate assembly features in the image. Finally, simulation experiments have shown that the algorithm proposed in this paper can achieve 94.7% improvement in assembly accuracy and error estimation accuracy.

 

起訖頁 119-126
關鍵詞 mechanical assembly、assembly error、error estimation、deep learning
刊名 電腦學刊  
期數 202308 (34:4期)
DOI 10.53106/199115992023083404010   複製DOI
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