Vision-Based Shape Reconstruction of Soft Continuum Arms Using a Geometric Strain Parametrization

被引:11
作者
AlBeladi, Ali [1 ]
Krishnan, Girish [2 ]
Belabbas, Mohamed-Ali [1 ]
Hutchinson, Seth [3 ]
机构
[1] Univ Illinois, Elect & Comp Engn, Urbana, IL 61801 USA
[2] Univ Illinois, Ind & Enterprise Syst Engn, Urbana, IL USA
[3] Georgia Inst Technol, Sch Interact Comp, Atlanta, GA 30332 USA
来源
2021 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2021) | 2021年
关键词
FLEXIBLE INSTRUMENTS;
D O I
10.1109/ICRA48506.2021.9560751
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Interest in soft continuum arms has increased as their inherent material elasticity enables safe and adaptive interactions with the environment. However to achieve full autonomy in these arms, accurate three-dimensional shape sensing is needed. Vision-based solutions have been found to be effective in estimating the shape of soft continuum arms. In this paper, a vision-based shape estimator that utilizes a geometric strain based representation for the soft continuum arm's shape, is proposed. This representation reduces the dimension of the curved shape to a finite set of strain basis functions, thereby allowing for efficient optimization for the shape that best fits the observed image. Experimental results demonstrate the effectiveness of the proposed approach in estimating the end effector with accuracy less than the soft arm's radius. Multiple basis functions are also analyzed and compared for the specific soft continuum arm in use.
引用
收藏
页码:11753 / 11759
页数:7
相关论文
共 32 条
[1]   A subspace, interior, and conjugate gradient method for large-scale bound-constrained minimization problems [J].
Branch, MA ;
Coleman, TF ;
Li, YY .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1999, 21 (01) :1-23
[2]  
Cabras P., 2017, INT J MED ROBOT COMP, V13, P1
[3]  
Cabras P, 2014, IEEE INT C INT ROBOT, P3522, DOI 10.1109/IROS.2014.6943054
[4]   Vision based 3-D shape sensing of flexible manipulators [J].
Camarillo, David B. ;
Loewke, Kevin E. ;
Carlson, Christopher R. ;
Salisbury, J. Kenneth .
2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-9, 2008, :2940-+
[5]  
Chen YY, 2019, IEEE INT CONF ROBOT, P4416, DOI [10.1109/icra.2019.8793861, 10.1109/ICRA.2019.8793861]
[6]   Setpoint regulation of continuum robots using a fixed camera [J].
Chitrakaran, V. K. ;
Behal, A. ;
Dawson, D. M. ;
Walker, I. D. .
ROBOTICA, 2007, 25 :581-586
[7]  
Cianchetti M, 2013, IEEE INT C INT ROBOT, P3576, DOI 10.1109/IROS.2013.6696866
[8]   Visual Sensing of Continuum Robot Shape Using Self-Organizing Maps [J].
Croom, Jordan M. ;
Rucker, D. Caleb ;
Romano, Joseph M. ;
Webster, Robert J., III .
2010 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2010, :4591-4596
[9]  
Fan J, 2020, 2020 3RD IEEE INTERNATIONAL CONFERENCE ON SOFT ROBOTICS (ROBOSOFT), P544, DOI [10.1109/RoboSoft48309.2020.9115981, 10.1109/robosoft48309.2020.9115981]
[10]  
Greigarn T, 2018, IEEE INT C INT ROBOT, P1795, DOI 10.1109/IROS.2018.8594153