|
|
Image feature and fractal on roll surface morphology in wear process |
LI Li-xin,HUANG Ying-gang,ZHANG Kui,Lü Xiao-yuan,LI Bin,WU Xiao-dong |
(College of Material Science and Metallurgical Engineering, Wuhan University of Science and Technology, Wuhan 430081, Hubei, China) |
|
|
Abstract The surface morphology of roll is directly related to the strip products’ surface quality and even the texture component. Quantitative monitoring of the morphological changes in the wear process of roll was researched in this study. Based on the MATLAB tool,the method of image processing was used to make pretreatment of roll surface morphology in different stages,and the study got 17 dimensional features of geometry,texture characteristics and fractal dimension. BP neural network model using to recognize the roll wear states was also established after parameters simplification. The results show that the image features, such as equal-area-cirde radius,circularity,texture entropy and second-order moment,and fractal dimension can be used as quantitative parameters to describe the surface morphology of roll. It’s also useful to use BP network model to recognize and judge surface morphology of roll wear. This study will supply a new approach to establish the quantitative evaluation system for the wear morphology of roll.
|
Received: 06 August 2014
Published: 13 April 2015
|
|
|
|
|
[1] |
黄志坚.轧机轧辊与轴承使用维修技术[M].北京:冶金工业出版社,2008:79.
|
[1] |
黄志坚.轧机轧辊与轴承使用维修技术[M].北京:冶金工业出版社,2008:79.
|
[2] |
王国栋.板型控制和板形理论[M].北京:冶金工业出版社,1986.
|
[2] |
王国栋.板型控制和板形理论[M].北京:冶金工业出版社,1986.
|
[3] |
MolinariA, StraffeliniG, TomasiA, et al.Oxidation Behavior of Ledeburitic Steels for Hot Rolls[J].Materias Science and Engineering, 2000, 280(2):256-258
|
[3] |
MolinariA, StraffeliniG, TomasiA, et al.Oxidation Behavior of Ledeburitic Steels for Hot Rolls[J].Materias Science and Engineering, 2000, 280(2):256-258
|
[4] |
周利,刘常升,孙大乐.高速钢轧辊氧化膜的表征及形成剥落行为分析[A].全国轧辊技术研讨会论文集[C], 2005.
|
[4] |
周利,刘常升,孙大乐.高速钢轧辊氧化膜的表征及形成剥落行为分析[A].全国轧辊技术研讨会论文集[C], 2005.
|
[5] |
张学工,边肇祺.模式识别[M].2版.北京:清华大学出版社, 2004.
|
[5] |
张学工,边肇祺.模式识别[M].2版.北京:清华大学出版社, 2004.
|
[6] |
蒋先刚.数字图像模式识别工程软件设计[M].北京:中国水利水电出版社, 2008.
|
[6] |
蒋先刚.数字图像模式识别工程软件设计[M].北京:中国水利水电出版社, 2008.
|
[7] |
吴贵芳,徐科,杨朝霖.钢板表面质量在线监测技术[M].北京:科学出版社, 2010:137-143.
|
[7] |
吴贵芳,徐科,杨朝霖.钢板表面质量在线监测技术[M].北京:科学出版社, 2010:137-143.
|
[8] |
葛世荣,朱华.摩擦学的分形[M].北京:机械工业出版社, 2005.
|
[8] |
葛世荣,朱华.摩擦学的分形[M].北京:机械工业出版社, 2005.
|
[9] |
张济忠.分形[M].北京:清华大学出版社, 1995.
|
[9] |
张济忠.分形[M].北京:清华大学出版社, 1995.
|
[1] |
HAN Yang,YANG Xiao-lei,ZHANG Xin,YANG Ai-min, ZHANG Yu-zhu. Multifractal spectrum research of magnesia fluxing pellets[J]. Iron and Steel, 2019, 54(4): 31-36. |
[2] |
CAO Jiang-hai,HOU Zibing,GUO Dong-wei,CHANG Yi, WEN Guang-hua,TANG Ping. Fractal morphology characteristics of solidification structure in electroslag remelting billet of die steel by ESR#br#[J]. JOURNAL OF IRON AND STEEL RESEARCH , 2019, 31(3): 286-295. |
[3] |
FAN Xiao- hui,YIN Liang,HE Xiang- ning,JI Zhi- yun,GAN Min,HUANG Yun- song. Characteristics of fine particle pollutant in flue gas of iron ore sintering process[J]. Chinese Journal of Iron and Steel, 2016, 28(5): 18-23. |
[4] |
CUI Zhi-min,ZHANG Yu-zhu,ZHANG Qing-jun,YAN Hao-su. Application of multifractal software in microstructure of sinter[J]. Chinese Journal of Iron and Steel, 2015, 33(3): 54-58. |
[5] |
GUO Luo-fang,WANG Shi-song,ZHANG Xiao-wei,LI Hong,WANG Yao. A new numerical simulation method of colliding-agglomerating growth of Al2O3 inclusions[J]. Chinese Journal of Iron and Steel, 2015, 33(2): 52-57. |
[6] |
WANG Jie-ping,XIE Quan-an,SUN Zhang,JI Bin,LIANG Ying-hua. Pore structure development of coke during carbon solution loss reaction[J]. Iron and Steel, 2015, 50(11): 8-13. |
|
|
|
|