Vision-based tile recognition algorithms for robot grasping task in EAST

Abstract During the operation of the experimental advanced superconducting tokamak (EAST), tiles installed on the vacuum vessel break and fall onto the divertor. To ensure high experimental performance, a robot removes the broken tiles and replaces them with fine tiles. However, one of the key issues for this task is to distinguish fallen tiles from other tiles for grasping. In addition, discrete spots caused by burn and corrosion on the tiles’ surface also bring challenges in vision-based recognition. Here, a novel breakpoint detection algorithm is proposed that recognizes fallen tiles. Experiments are performed to demonstrate the recognition and catch processes of fallen tiles and to test the robustness of the algorithm.

[1]  Shan Li,et al.  Complex Zernike Moments Features for Shape-Based Image Retrieval , 2009, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[2]  Yang Li,et al.  Conceptual design main progress of EAST Articulated Maintenance Arm (EAMA) system , 2016 .

[3]  Hesheng Wang,et al.  Design and implementation of visual inspection system handed in tokamak flexible in-vessel robot , 2016 .

[4]  Zoltan Kato,et al.  A Markov random field image segmentation model for color textured images , 2006, Image Vis. Comput..

[5]  Kesheng Wu,et al.  Fast connected-component labeling , 2009, Pattern Recognit..

[6]  Luc Vincent,et al.  Watersheds in Digital Spaces: An Efficient Algorithm Based on Immersion Simulations , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  A. Unnikrishnan,et al.  GREY LEVEL CO-OCCURRENCE MATRICES : GENERALISATION AND SOME NEW FEATURES , 2012, 1205.4831.

[8]  Arivazhagan Selvaraj,et al.  Texture classification using Gabor wavelets based rotation invariant features , 2006, Pattern Recognit. Lett..

[9]  Richard O. Duda,et al.  Use of the Hough transformation to detect lines and curves in pictures , 1972, CACM.

[10]  Dong ping Tian,et al.  A Review on Image Feature Extraction and Representation Techniques , 2013 .

[11]  Kenji Suzuki,et al.  A Linear-Time Two-Scan Labeling Algorithm , 2007, 2007 IEEE International Conference on Image Processing.

[12]  Xiao Zhao,et al.  The connected-component labeling problem: A review of state-of-the-art algorithms , 2017, Pattern Recognit..

[13]  Subrata Ghosh,et al.  Five-year Safety Data From ENCORE, a European Observational Safety Registry for Adults With Crohn’s Disease Treated With Infliximab [Remicade®] or Conventional Therapy , 2016, Journal of Crohn's & colitis.

[14]  Ming-Syan Chen,et al.  Adaptive Color Feature Extraction Based on Image Color Distributions , 2010, IEEE Transactions on Image Processing.

[15]  Chunyan Miao,et al.  Constrained Texture Mapping via Approximate Voronoi Base Domain , 2018, CGI 2018.