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机构地区:[1]合肥工业大学电气与自动化工程学院,合肥230009
出 处:《计算机测量与控制》2017年第6期207-210,214,共5页Computer Measurement &Control
摘 要:为实现电路板上柱状元器件焊接垂直度的精准检测,设计了一款基于DSP+FPGA的垂直度识别系统;DSP承担核心算法任务,FPGA作为数据预处理单元,完成接口的逻辑、系统的互连以及数据通道;在硬件平台上嵌入了基于元器件形心配准的垂直度识别算法;首先对预处理的图像利用改进的Canny算法提取元器件的像素级边缘,并采用边缘跟踪算法去除噪点和干扰边缘并对元器件进行编号,在粗提取的边缘上用Zernike矩算法来精确定位元器件亚像素级边缘;在此基础上,提取元器件轮廓的最小外接矩形来修正边缘并得到每个元器件的形心坐标,最后根据形心的偏移距离来完成每个元器件垂直度的识别;实验结果表明,该垂直度识别系统的设计方案识别结果精度高,检测速度快,满足实时性要求,具有重要的实际工程意义。In order to accurately detect the welding perpendicularity of column components on circuit board, a perpendicularity identifica- tion system based on DSPq-FPGA was developed, in which DSP is responsible for core algorithms and FPGA functions as a unit of data pre- processing for the purpose interface logics, system interconnection and data channel. An algorithm of verticality recognition based on centroid registration of components is embedded in the hardware platform. This method, first obtains element's pixel edge of pre--treated pictures u- sing improved Canny algorithm, then rejects noise point and interference edge through edge track method and numbers the elements at last. The element's sub--pixel edge is obtained at the edge subject to crude extraction with the aid of Zernike moment algorithm. On the basis of this, the minimum circumscribed rectangle of the elemenfs contour is obtained to correct the edge and get the areal coordinate, so as to in- spect and measure perpendicularity of each element according to displacement of the centroid. The experimental results show that the design scheme of the verticality recognition results recognition system with high accuracy, fast detection speed and meet the real--time requirement, it has important practical engineering significance.
关 键 词:焊接垂直度 DSP+FPGA架构 改进Canny算法 ZERNIKE矩 形心配准 电路板元器件
分 类 号:TP273[自动化与计算机技术—检测技术与自动化装置]
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