Coal gangue image segmentation method based on edge detection theory of star algorithm

被引:13
|
作者
Wang, Xinquan [1 ,2 ]
Wang, Shuang [1 ,2 ,3 ]
Guo, Yongcun [1 ,2 ,3 ]
Hu, Kun [1 ,2 ,3 ]
Wang, Wenshan [1 ,2 ,3 ]
机构
[1] Anhui Univ Sci & Technol, Sch Mech Engn, Huainan 232001, Peoples R China
[2] Anhui Univ Sci & Technol, State Key Lab Min Response & Disaster Prevent & C, Huainan, Peoples R China
[3] Anhui Univ Sci & Technol, Min Intelligent Technol & Equipment Prov & Minist, Huainan, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金; 安徽省自然科学基金;
关键词
Coal; coal gangue; star algorithm; edge detection; image segmentation; MACHINE VISION; COARSE COAL; IDENTIFICATION;
D O I
10.1080/19392699.2021.2024173
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Aiming at the difficult problem of coal gangue image segmentation in complex backgrounds, this paper proposes an image segmentation method based on the edge detection theory of the star algorithm. The pixel matrix is extracted one by one in the X and Y directions of the coal gangue image, and the central pixel of the matrix satisfying the monotonic change condition is assigned as 0. They are mapped to single-value images with equal size in turn, to realize the detection of coal and gangue edges in the images. The response strategy of adjusting matrix length n and assignment factor beta in real-time by using the feedback result of the illuminance meter in changing illumination environment is given. Combining the edge detection method of the star algorithm with the morphological method, the fine segmentation of the coal gangue image is completed. The segmentation results are based on the segmentation results obtained by the AI algorithm, and the error rates of the pixel area and centroid coordinates of coal gangue are within 0.29%. This study provides a novel, precise and efficient solution to the problem of image edge detection and segmentation in complex backgrounds.
引用
收藏
页码:119 / 134
页数:16
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