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Surface Defects Detection of Strip Steel Based on Semi-definite Programming SVM

机译:基于半定规划SVM的带钢表面缺陷检测。

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摘要

The point at issue is to cure the problem of low calculation speed, lower recognition accuracy in the surface defects detection algorithm for strip steel. A novel surface defects detection method of strip steel based on Semi-definite Programming SVM (SDP-SVM) algorithm which is going to be proposed. The whole process of the defects detection algorithm includes extracting stripping steel image, ascertaining of defect image, preprocessing defect image, extracting defect features, classifying defects by SDP-SVM and confirming defect types, etc. Finally, simulate various defect images in the process of actual production which is based on the defects detection algorithm proposed in this manuscript. The results show that the algorithm has greatly improved compared to the traditional SVM algorithm both in accuracy and speed. The algorithm has a widespread application prospects with a more comprehensive approach, precision in application and practical utilization.
机译:问题的关键是解决带钢表面缺陷检测算法中计算速度低,识别精度低的问题。提出了一种基于半定规划SVM(SDP-SVM)算法的带钢表面缺陷检测新方法。缺陷检测算法的整个过程包括:提取钢带图像,确定缺陷图像,预处理缺陷图像,提取缺陷特征,通过SDP-SVM对缺陷进行分类以及确定缺陷类型等。最后,在加工过程中模拟各种缺陷图像。基于本文提出的缺陷检测算法的实际生产。结果表明,与传统的SVM算法相比,该算法在准确性和速度上都有了很大的提高。该算法具有更全面的方法,更精确的应用和实际的应用,具有广阔的应用前景。

著录项

  • 来源
    《Journal of information and computational science》 |2015年第8期|3137-3145|共9页
  • 作者单位

    School of Information Engineering, Hebei University of Technology, Tianjin 300401, China, Tianjin Key Laboratory of Electronic Materials and Devices, Tianjin 300401, China;

    School of Information Engineering, Hebei University of Technology, Tianjin 300401, China, Tianjin Key Laboratory of Electronic Materials and Devices, Tianjin 300401, China;

    School of Information Engineering, Hebei University of Technology, Tianjin 300401, China, Tianjin Key Laboratory of Electronic Materials and Devices, Tianjin 300401, China;

    School of Information Engineering, Hebei University of Technology, Tianjin 300401, China, Tianjin Key Laboratory of Electronic Materials and Devices, Tianjin 300401, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Defect Detection of Strip Steel; Support Vector Machine; Semi-definite Programming;

    机译:带钢缺陷检测;支持向量机半定规划;

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