Automatic assembly positioning method of shield tunnel segments based on deep learning vision and laser assistance

Zhiyang Wu; Shuang Wang; Tiegen Liu; Dangpeng Jin

doi:10.3788/IRLA20210183

Infrared and Laser Engineering, Volume. 51, Issue 4, 20210183(2022)

Automatic assembly positioning method of shield tunnel segments based on deep learning vision and laser assistance

Zhiyang Wu1...2,3, Shuang Wang1,2,3,*, Tiegen Liu1,2,3 and Dangpeng Jin4 |Show fewer author(s)

Author Affiliations

¹School of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin 300072, China

²Key Laboratory of Optoelectronics Information Technology, Ministry of Education, Tianjin University, Tianjin 300072, China

³Tianjin Optical Fiber Sensing Engineering Center, Institute of Optical Fiber Sensing, Tianjin University, Tianjin 300072, China

⁴Tian He Mechanical Equipment Manufacturing Co. Ltd, Changshu 215500, China

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References(14)

[1] Y J T Koyama. Present status and technology of shield tunneling method in Japan. Tunnelling and Underground Space Technology, 18, 145-159(2003).

[2] M Wada. Automatic segment erection system for shield tunnels. Advanced Robotics, 5, 429-443(1990).

[3] Tanaka Yasuo. Automatic segment assembly robot for shield tunneling machine. Computer-Aided Civil and Infrastructure Engineering, 10, 325-337(2010).

[4] [4] Wu Z, Zhang L, Wang S, et al. Automatic segment assembly method of shield tunneling machine based on multiple optoelectronic senss[C]International Conference on Optical Instruments Technology 2019: Optical Sens Applications, 2019, 11436: 14360U.

[5] [5] Chow C K, Kaneko T. Boundary detection of radiographic images by a threshold method[M]Frontiers of Pattern Recognition. Cambridge, Massachusetts: Academic Press, 1972: 6182.

[6] D D Zhang, S Zhao. An improved edge detection algorithm based on Canny operator. Applied Mechanics and Materials, 347-350, 3541-3545(2013).

[7] [7] Carson C, Thomas M, Belongie S, et al. Blobwld: A system f regionbased image indexing retrieval[M]Visual Infmation Infmation Systems: Proceedings of the Third International Conference on Visual Infmation Infmation Systems. Switzerl: Springer, 1999.

[8] Y Yan, G Liu, S Wang, et al. Graph-based clustering and ranking for diversified image search. Multimedia Systems, 23, 41-52(2014).

[9] [9] Smith L N. Cyclical learning rates f training neural wks[C]2017 IEEE Winter Conference on Applications of Computer Vision (WACV), 2017: 464472.

[10] [10] Zhao H, Shi J, Qi X, et al. Pyra scene parsing wk[C]2017 IEEE Conference on Computer Vision Pattern Recognition (CVPR). IEEE, 2017.

[11] [11] He K, Gkioxari G, Dollár P, et al. Mask RCNN[C]2017 IEEE International Conference on Computer Vision (ICCV), 2017.

[12] Li X., Li H., Lin Y., et al. Learning-based denoising for polarimetric images. Opt Express, 28, 16309-16321(2020).

[13] Y Zhang, Y Tian, Y Kong, et al. Residual dense network for image restoration. IEEE Transactions on Pattern Analysis and Machine Intelligence, 43, 2480-2495(2021).

[14] H Hu, Y Zhang, X Li, et al. Polarimetric underwater image recovery via deep learning. Optics and Lasers in Engineering, 133, 106152(2020).

CLP Journals

[1] Weiyuan WU, Bin DENG, Taoyong WANG, Wangshuo CUI, Heng ZHAO, Chen ZHU, Boning HE. Automatic assembly method of shield segments using line laser sensors[J]. Infrared and Laser Engineering, 2024, 53(8): 20240177

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Zhiyang Wu, Shuang Wang, Tiegen Liu, Dangpeng Jin. Automatic assembly positioning method of shield tunnel segments based on deep learning vision and laser assistance[J]. Infrared and Laser Engineering, 2022, 51(4): 20210183

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