journal article·2024-08-12Open access

Monocular-Vision-Based Method for Locating the Center of Anchor Holes on Steel Belts in Coal Mine Roadways

Mengyu Lei, Xuhui Zhang, Xin Chen

Applied Sciences· Volume 14· Issue 16

Abstract

The precise positioning of anchoring-hole centers on the steel belts used for anchor support in coal mines is essential for improving the automation and efficiency of roadway support. To address the issues of poor positioning accuracy and the low support efficiency caused by the manual determination of anchoring-hole-center positions, this paper proposes a monocular-vision-based method for locating anchoring-hole centers. Firstly, a laser pointer and an industrial camera are used to build an anchoring-hole positioning device, and its visual positioning model is constructed to achieve the automatic and precise localization of the anchoring-hole center. Secondly, to overcome the difficulty of obtaining high-precision spot centers using edge and grayscale information-based spot extraction methods, a spot center extraction method based on two-dimensional arctangent function fitting is proposed, achieving high precision and the stable acquisition of spot pixel coordinates. The experimental results show that the average measurement errors of the anchoring-hole centers in the camera’s coordinate system along the X-axis, Y-axis, and Z-axis are 3.36 mm, 3.30 mm, and 5.75 mm, respectively, with maximum errors of 4.23 mm, 4.39 mm, and 6.63 mm. The average measurement errors of the steel belt’s pitch, yaw, and roll angles in the camera’s coordinate system are 0.16°, 0.16°, and 0.08°, respectively, with maximum errors of 0.21°, 0.27°, and 0.13°. The proposed method can achieve the precise localization of anchoring holes, improve the efficiency of roadway support, and provide new insights for the automation and intelligentization of roadway anchor support.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Measurement and Detection Methods · Image and Object Detection Techniques · 3D Surveying and Cultural Heritage

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

College of Mechanical Engineering, Xi’an University of Science and Technology, Xi’an 710054, China

Shaanxi Key Laboratory of Mine Electromechanical Equipment Intelligent Monitoring, Xi’an University of Science and Technology, Xi’an 710054, China

Funding

National Natural Science Foundation of China · Natural Science Foundation of Shaanxi Province

References (28)

Show source-provided references
1. Opportunities and challenges in deep mining: A brief review10.1016/J.ENG.2017.04.024 ↗
2. Intelligent and ecological coal mining as well as clean utilization technology in China: Review and prospects10.1016/j.ijmst.2018.06.005 ↗
3. A modified coal mine roof rating classification system to design support requirements in coal mines10.1007/s40033-016-0131-y ↗
4. Study on Anchor Cable instead of Single Hydraulic Prop Support in Advance Support of Deep Roadway10.1155/2021/6644832 ↗
5. A Second Case Study of Field Test Results for Comparison of Roof Bolter Dry Collection System with Wet Collection System
6. Zeng, J., Wang, Y., Wu, H., and Liu, G. (2024). Research on the Positioning Method of Steel Belt Anchor Holes Applied in Coal Mine Underground. Appl. Sci., 14.10.3390/app14114360 ↗
7. A lightweight eagle-eye-based vision system for target detection and recognition10.1109/JSEN.2021.3120922 ↗
8. A scratch detection method based on deep learning and image segmentation10.1109/TIM.2022.3220285 ↗
9. Real-time detection and location of reserved anchor hole in coal mine roadway support steel belt10.1007/s11554-023-01347-y ↗
10. Xue, X., Yue, J., Yang, X., Mao, Q., Qin, Y., Zhang, E., and Wang, C. (2024). Research on the Anchor-Rod Recognition and Positioning Method of a Coal-Mine Roadway Based on Image Enhancement and Multiattention Mechanism Fusion-Improved YOLOv7 Model. Appl. Sci., 14.10.3390/app14051703 ↗
11. Positioning and sequence planning of drilling boreholes in hard rock roadway10.1109/ACCESS.2020.2982040 ↗
12. Intelligent identification and positioning of steel belt anchor hole in coal mine roadway support
13. Uncalibrated visual positioning using adaptive Kalman Filter with dual rate structure for wafer chip in LED packaging10.1016/j.measurement.2022.110829 ↗
14. Error analysis and compensation for Mini LED mass transfer visual positioning system10.1016/j.measurement.2024.114913 ↗
15. Improved coding landmark-based visual sensor position measurement and planning strategy for multiwarehouse automated guided vehicle10.1109/TIM.2022.3162293 ↗
16. An RGB-D camera based visual positioning system for assistive navigation by a robotic navigation aid
17. Hakim, H., and Fadhil, A. (2021). Indoor wearable navigation system using 2D SLAM based on RGB-D camera for visually impaired people. Proceedings of First International Conference on Mathematical Modeling and Computational Science: ICMMCS 2020, Springer.10.1007/978-981-33-4389-4_60 ↗
18. Jin, Y., Shi, Z., Xu, X., Wu, G., Li, H., and Wen, S. (2023). Target localization and grasping of NAO robot based on YOLOv8 network and monocular ranging. Electronics, 12.10.20944/preprints202308.2157.v1 ↗
19. Tightly Coupled Monocular-Inertial-Pressure Sensor Fusion for Underwater Localization of a Biomimetic Robotic Manta
20. Monocular visual odometry using template matching and IMU10.1109/JSEN.2021.3078847 ↗
21. A high-accuracy positioning method for mobile robotic grasping with monocular vision and long-distance deviation10.1016/j.measurement.2023.112829 ↗
22. A novel accurate positioning method for object pose estimation in robotic manipulation based on vision and tactile sensors10.1007/s00170-021-07669-0 ↗
23. Lei, M., Zhang, X., Dong, Z., Wan, J., Zhang, C., and Zhang, G. (2023). Locating anchor drilling holes based on binocular vision in coal mine roadways. Mathematics, 11.10.3390/math11204365 ↗
24. Hao, Y., and Zhang, J. (2023, January 9–10). Research on Image Recognition Technology for Hole Position of Automatic Anchor Rod Drilling. Proceedings of the 2023 International Conference on Intelligent Sensing and Industrial Automation, Virtual.10.1145/3632314.3632354 ↗
25. Roadway anchor hole recognition and positioning method based on image and point cloud fusion
26. Geometrically driven underground camera modeling and calibration with coplanarity constraints for a boom-type roadheader10.1109/TIE.2020.3018072 ↗
27. Research on low illumination video enhancement technology in coal mine heading face
28. Spot centroid extraction algorithm based on three-dimensional arctangent function fitting