A dynamical system approach to realtime obstacle avoidance

被引:210
作者
Khansari-Zadeh, Seyed Mohammad [1 ]
Billard, Aude [1 ]
机构
[1] Ecole Polytech Fed Lausanne, LASA Lab, Sch Engn, CH-1015 Lausanne, Switzerland
关键词
Realtime obstacle avoidance; Nonlinear dynamical system; Harmonic potential function; Robot manipulator; MANIPULATORS; GENERATION;
D O I
10.1007/s10514-012-9287-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel approach to real-time obstacle avoidance based on Dynamical Systems (DS) that ensures impenetrability of multiple convex shaped objects. The proposed method can be applied to perform obstacle avoidance in Cartesian and Joint spaces and using both autonomous and non-autonomous DS-based controllers. Obstacle avoidance proceeds by modulating the original dynamics of the controller. The modulation is parameterizable and allows to determine a safety margin and to increase the robot's reactiveness in the face of uncertainty in the localization of the obstacle. The method is validated in simulation on different types of DS including locally and globally asymptotically stable DS, autonomous and non-autonomous DS, limit cycles, and unstable DS. Further, we verify it in several robot experiments on the 7 degrees of freedom Barrett WAM arm.
引用
收藏
页码:433 / 454
页数:22
相关论文
共 31 条
[1]  
[Anonymous], SHAP MOD INT IT
[2]  
[Anonymous], P ROB SCI SYST
[3]  
[Anonymous], 2011, P IEEE INT C ROB AUT
[4]  
[Anonymous], P ROB SCI SYST
[5]  
[Anonymous], 2009, INT C MACH LEARN MON
[6]  
BARBEHENN M, 1994, IEEE INT CONF ROBOT, P2755, DOI 10.1109/ROBOT.1994.350920
[7]  
Benallegue M, 2009, IEEE INT CONF ROBOT, P3429
[8]   THE VECTOR FIELD HISTOGRAM - FAST OBSTACLE AVOIDANCE FOR MOBILE ROBOTS [J].
BORENSTEIN, J ;
KOREN, Y .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1991, 7 (03) :278-288
[9]   Elastic strips: A framework for motion generation in human environments [J].
Brock, O ;
Khatib, O .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2002, 21 (12) :1031-1052
[10]  
Diankov R, 2007, 2007 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-9, P1