Visual Servoing Path Planning via Homogeneous Forms and LMI Optimizations

被引:83
作者
Chesi, Graziano [1 ]
机构
[1] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
Homogeneous form; linear matrix inequality (LMI); path planning; point correspondence; visual servoing; CAMERA DISPLACEMENT; LYAPUNOV FUNCTIONS; POLYTOPIC SYSTEMS; ROBUST STABILITY; VISIBILITY;
D O I
10.1109/TRO.2009.2014131
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Path planning is a useful technique for visual servoing as it allows one to take into account system constraints and achieve desired performances during the camera motion. In this paper, we propose a new framework for path planning based on the use of homogeneous forms and linear matrix inequalities (LMIs). Specifically, we introduce a general parametrization of the trajectories from the initial to the desired location based on homogeneous forms and a parameter-dependent version of the Rodrigues formula. This allows us to impose typical constraints (field of view, workspace, joint, avoidance of collision, and occlusion) via positivity conditions on suitable homogeneous forms. Then, we reformulate the problem of finding a trajectory in the 3-D space satisfying all these constraints as an LMI optimization that can handle the maximization of typical performances (e.g., visibility margin, similarity to a straight line). The planned camera path is tracked by using an image-based controller. The proposed approach is illustrated and validated through simulations and experiments.
引用
收藏
页码:281 / 291
页数:11
相关论文
共 42 条
[1]  
Allotta B, 2005, IEEE INT CONF ROBOT, P2173
[2]  
BELLOT D, 2001, 6 EUR CONTR C PORT P
[3]  
Boyd S., 1994, LINEAR MATRIX INEQUA
[4]   Visual servo control - Part II: Advanced approaches [J].
Chaumette, Francois ;
Hutchinson, Seth .
IEEE ROBOTICS & AUTOMATION MAGAZINE, 2007, 14 (01) :109-118
[5]   Viosual servo control - Part I: Basic approaches [J].
Chaumette, Francois ;
Hutchinson, Seth .
IEEE ROBOTICS & AUTOMATION MAGAZINE, 2006, 13 (04) :82-90
[6]   Robust stability of time-varying polytopic systems via parameter-dependent homogeneous Lyapunov functions [J].
Chesi, G. ;
Garulli, A. ;
Tesi, A. ;
Vicino, A. .
AUTOMATICA, 2007, 43 (02) :309-316
[7]   Polynomially parameter-dependent Lyapunov functions for robust stability of polytopic systems: An LMI approach [J].
Chesi, G ;
Garulli, A ;
Tesi, A ;
Vicino, A .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2005, 50 (03) :365-370
[8]   Keeping features in the field of view in eye-in-hand visual servoing: A switching approach [J].
Chesi, G ;
Hashimoto, K ;
Prattichizzo, D ;
Vicino, A .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2004, 20 (05) :908-913
[9]   A simple technique for improving camera displacement estimation in eye-in-hand visual servoing [J].
Chesi, G ;
Hashimoto, K .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (09) :1239-1242
[10]   Visual servoing for large camera displacements [J].
Chesi, G ;
Vicino, A .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2004, 20 (04) :724-735