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Reading Recognition of Pointer Meter Based on Pattern Recognition and Dynamic Three-points on a Line

机译:基于模式识别和在线动态三点的指针式仪表的读数识别

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Pointer meters are frequently applied to industrial production for they are directly readable. They should be calibrated regularly to ensure the precision of the readings. Currently the method of manual calibration is most frequently adopted to accomplish the verification of the pointer meter, and professional skills and subjective judgment may lead to big measurement errors and poor reliability and low efficiency, ect. In the past decades, with the development of computer technology, the skills of machine vision and digital image processing have been applied to recognize the reading of the dial instrument. In terms of the existing recognition methods, all the parameters of dial instruments are supposed to be the same, which is not the case in practice. In this work, recognition of pointer meter reading is regarded as an issue of pattern recognition. We obtain the features of a small area around the detected point, make those features as a pattern, divide those certified images based on Gradient Pyramid Algorithm, train a classifier with the support vector machine (SVM) and complete the pattern matching of the divided mages. Then we get the reading of the pointer meter precisely under the theory of dynamic three points make a line (DTPML), which eliminates the error caused by tiny differences of the panels. Eventually, the result of the experiment proves that the proposed method in this work is superior to state-of-the-art works.
机译:指针式仪表可直接读取,因此经常用于工业生产。应该定期校准它们,以确保读数的准确性。当前,最常用的是手动校准的方法来完成指针式仪表的校验,专业技能和主观判断可能会导致测量误差大,可靠性差和效率低下等问题。在过去的几十年中,随着计算机技术的发展,机器视觉和数字图像处理的技能已被用于识别拨号仪器的读数。就现有的识别方法而言,假设拨号仪器的所有参数都相同,但实际情况并非如此。在这项工作中,指针式抄表的识别被认为是模式识别的问题。我们获得围绕检测点的小区域的特征,将这些特征作为图案,基于梯度金字塔算法对那些经过认证的图像进行分割,使用支持向量机(SVM)训练分类器,并完成对所划分的法师的图案匹配。然后我们根据动态三点制线(DTPML)理论精确地获得了指针式仪表的读数,从而消除了由面板的微小差异引起的误差。最终,实验结果证明,本文提出的方法优于最新技术。

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