用户名: 密码: 验证码:
基于模糊滤波器的钢水红外图像混合噪声处理
详细信息    查看全文 | 推荐本文 |
  • 英文篇名:Fuzzy Filter-based Mixed Noise Processing for Molten Steel Infrared Image
  • 作者:顾雅青 ; 葛宾 ; 高晨
  • 英文作者:GU Yaqing;GE Bin;GAO Chen;Shandong Huayu University of Technology;Dezhou university;
  • 关键词:红外测温 ; 红外热图像 ; 模糊滤波 ; Matlab
  • 英文关键词:infrared temperature;;thermal radiation;;adaptive wiener filtering;;Matlab
  • 中文刊名:HWJS
  • 英文刊名:Infrared Technology
  • 机构:山东华宇工学院;德州学院;
  • 出版日期:2019-07-18 15:08
  • 出版单位:红外技术
  • 年:2019
  • 期:v.41;No.319
  • 基金:山东省级教改科研项目(C2016M077)
  • 语种:中文;
  • 页:HWJS201907005
  • 页数:5
  • CN:07
  • ISSN:53-1053/TN
  • 分类号:32-36
摘要
针对钢水红外热图像存在各种噪声造成最后的钢水温度测量精度低的问题,本文提出基于模糊滤波的混合噪声处理方法。该方法通过对模糊滤波器的设计以及隶属函数的训练,可以有效地对由加性高斯噪声与非加性脉冲噪声组成的混合噪声进行处理,提高钢水红外热图像的均方差和峰值信噪比。并通过搭建实验平台,利用基于模糊滤波器的混合噪声处理方法对不同温度下的钢水红外图像进行噪声处理。此外基于红外热图像灰度值与温度之间的关系,对去噪前后的钢水红外热图像对应的温度进行分析,并与热电偶测量的实时钢水温度进行对比,验证所提方法对提高测量钢水温度准确度的有效性。
        In view of the problem of low accuracy faced during the final measurement of temperature of molten steel due to generation of various types of noises in the infrared thermal images, a hybrid noise processing method based on fuzzy filtering is proposed. By processing additive Gaussian noise and non-additive impulse noise, the mean square deviation and peak signal-to-noise ratio of infrared thermal images can be improved.The mixed noise processing method based on fuzzy filter is used to process the infrared images of molten steel acquired at different temperatures. In addition, the temperature data processing of infrared thermal image of molten steel in the experiment is performed on the basis of the relationship between the gray values of the image and the measured temperature. Compared to the real-time temperature of molten steel, the effectiveness of the proposed method is demonstrated on an experimental platform.
引文
[1]王峰,赵磊.工业自动化仪表与自动化控制技术探讨[J].世界有色金属,2018(15):265-267.WANG Feng,ZHAO Lei.Discussion on Industrial Automation Instruments and Automation Control Technologies[J].World Nonferrous Metals,2018(15):265-267.
    [2]吴斌.热辐射温度测量技术研究[J].自动化技术与应用,2012,40(3):195-199.WU Bin.Research on Thermal Radiation Temperature Measurement Technology[J].Automation Technology and Application,2012,40(3):195-199.
    [3]西安盛唐电子有限责任公司.TSFA便携式非接触红外测温仪铸造测温的跨越[J].铸造技术,2018,39(7):1548.Xi'an Shengtang Electronics Co.,Ltd.The Leap Forward of TSFAPortable Non-contact Infrared Thermometer for Casting Temperature Measurement[J].Casting Technology,2018,39(7):1548.
    [3]乔治.红外扫描测温装置在板坯连铸机二冷区的应用研究[J].自动化仪表,2018,39(8):100-102.QIAO Zhi.Application of George Infrared Scanning Thermometer in Secondary Cooling Zone of Slab Caster[J].Automation Instrument,2018,39(8):100-102.
    [5]赵耀宏,向伟,罗海波,等.SOPC技术在实时红外图像处理中的应用[J].红外与激光工程,2005(6):747-751.ZHAO Yaohong,XIANG Wei,LUO Haibo,et al.Application of SOPCin Real-time Infrared Image Processing[J].Infrared and Laser Engineering,2005(6):747-751.
    [6]易清明,陈明敏,石敏.一种改进的小波去噪方法在红外图像中应用[J].计算机工程与应用,2016,52(1):173-177.YI Qingming,CHEN Mingmin,SHI Min.An improved wavelet denoising method for infrared images[J].Computer Engineering and Application,2016,52(1):173-177.
    [7]杨友良,王新宇,马翠红.自适应维纳滤波在钢水红外图像去噪中的应用[J].红外技术,2015,37(9):733-735.YANG Youliang,WANG Xinyu,MA Cuihong.Application of adaptive Wiener filter in infrared image denoising of molten steel[J].Infrared Technology,2015,37(9):733-735.
    [8]陈钱.红外图像处理技术现状及发展趋势[J].红外技术,2013,35(6):311-318.CHEN Qian.Present situation and development trend of infrared image processing technology[J].Infrared Technology,2013,35(6):311-318.
    [9]赵耀宏,向伟,罗海波,等.SOPC技术在实时红外图像处理中的应用[J].红外与激光工程,2005(6):747-751.ZHAO Yaohong,XIANG Wei,LUO Haibo,et al.Application of SOPCin Real-time Infrared Image Processing[J].Infrared and Laser Engineering,2005(6):747-751.
    [10]Garg H,Kumar K.An advanced study on the similarity measures of intuitionistic fuzzy sets based on the set pair analysis theory and their application in decision making[J].Soft Computing,2018:1-12.
    [11]Barros L C D,Bassanezi R C,Lodwick W A.Fuzzy Sets Theory and Uncertainty in Mathematical Modeling.A First Course in Fuzzy Logic,Fuzzy Dynamical Systems,and Biomathematics[M].Heidelberg:Springer,2017.
    [12]Stephane Mallat.A Wavelet Tour of Signal Processing[M].Second Edition,New York:Academic Press,1999.
    [13]CAO Xizheng,GUO Lihong,LI Zhuo.Infrared radiation measurement of the aerial target based on temperature calibration and target images[J].Optoelectronics Letters,2006(6):463-467.
    [14]WEI G,ZHANG P,LONG X,et al.Novel temperature modeling and compensation method for bias of ring lasergyroscope based on least-squares support vector machine[J].Chinese Optics Letters,2011,9(5):37-40.

© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号

地址:北京市海淀区学院路29号 邮编:100083

电话:办公室:(+86 10)66554848;文献借阅、咨询服务、科技查新:66554700