基于计算机视觉的决策技术及工艺生产参数帕累托最优选择

S. A. Klimachev, N. A. Solovyov
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引用次数: 0

摘要

本文提出了一种基于轧制带表面图像分析和工艺参数帕累托最优集构造的轧制生产过程控制决策技术。介绍了基于计算机视觉的轧机操作决策支持系统的自动化过程控制系统现代化方案。随着技术的发展,对卷材表面图像的小波模型进行了改进;该模型以像素包的形式呈现;扩展了分类信息领域,提高了卷材表面缺陷的识别精度;提出了缺陷区域的形成和空间特征的细化算法;提出了工艺生产参数帕累托最优集的构造算法。该技术的应用使轧制过程控制精度的提高成为可能。
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The Decision-Making Technique Based on Computer Vision and Selection of Pareto-Optimal Alternative of Technological Production Parameters
The article proposes a decision-making technique in the field of rolling production process control based on the analysis of rolling tape surface image and the construction of technological parameter Pareto-optimal set. The substantiation of the automated process control system modernization scheme based on the introduction of a decision support system with computer vision for the rolling mill operator is presented. As a result of the technique development, the wavelet model of the rolling tape surface image is modified; the model presented in the pixel packet form; the classification information field has been expanded to improve recognition accuracy of rolling tape surface defects; the algorithm for forming the defect region and refining spatial features was developed; the algorithm for the construction of technological production parameter Pareto-optimal set has been developed. The application of the proposed technique made it possible to increase the accuracy of the rolling process control.
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来源期刊
Radioelektronika, Nanosistemy, Informacionnye Tehnologii
Radioelektronika, Nanosistemy, Informacionnye Tehnologii Materials Science-Materials Science (miscellaneous)
CiteScore
0.60
自引率
0.00%
发文量
38
期刊介绍: Journal “Radioelectronics. Nanosystems. Information Technologies” (abbr RENSIT) publishes original articles, reviews and brief reports, not previously published, on topical problems in radioelectronics (including biomedical) and fundamentals of information, nano- and biotechnologies and adjacent areas of physics and mathematics. The authors of the journal are academicians, corresponding members and foreign members of the Russian Academy of Natural Sciences (RANS) and their colleagues, as well as other russian and foreign authors on the proposal of the members of RANS, which can be obtained by the author before sending articles to the editor or after its arrival on the recommendation of a member of the editorial board or another member of the RANS, who gave the opinion on the article at the request of the editior. The editors will accept articles in both Russian and English languages. Articles are internally peer reviewed (double-blind peer review) by members of the Editorial Board. Some articles undergo external review, if necessary. Designed for researchers, graduate students, physics students of senior courses and teachers. It turns out 2 times a year (that includes 2 rooms)
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