Neural control of rhythmic arm movements

被引:179
作者
Williamson, MM [1 ]
机构
[1] MIT, AI Lab, Cambridge, MA 02139 USA
关键词
oscillator; neural control; neural network; robot manipulator; rhythmic movement;
D O I
10.1016/S0893-6080(98)00048-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present an approach to robot arm control based on exploiting the dynamical properties of a simple neural network oscillator circuit coupled to the joints of an arm. The entrainment and input/output properties of the oscillators are used to perform a variety of tasks with the same architecture, without any modeling of the arm or its environment. The approach is implemented on two real robot arms, and has been used to tune into the resonant frequency of pendulums, perform multi-joint coordinated motion by turning cranks, and exploit the dynamics of a 'Slinky' toy to coordinate the motion of two arms. By exploiting the coupling between the physical arm and the neural oscillator, a range of complex behaviors can be achieved with a very simple system. (C) 1998 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1379 / 1394
页数:16
相关论文
共 46 条
[1]  
ADAMOVICH SV, 1994, EXP BRAIN RES, V99, P325
[2]  
An C.H., 1988, Model-Based Control of a Robot Manipulator
[3]  
[Anonymous], 4 INT C SIM AD BEH
[4]  
[Anonymous], ARCH BIOL SCI
[5]  
[Anonymous], 1995, THESIS MIT CAMBRIDGE
[6]   HEFTING FOR A MAXIMUM DISTANCE THROW - A SMART PERCEPTUAL MECHANISM [J].
BINGHAM, GP ;
SCHMIDT, RC ;
ROSENBLUM, LD .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1989, 15 (03) :507-528
[7]   TASK DYNAMICS AND RESOURCE DYNAMICS IN THE ASSEMBLY OF A COORDINATED RHYTHMIC ACTIVITY [J].
BINGHAM, GP ;
SCHMIDT, RC ;
TURVEY, MT ;
ROSENBLUM, LD .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1991, 17 (02) :359-381
[8]   COMPUTATIONS UNDERLYING THE EXECUTION OF MOVEMENT - A BIOLOGICAL PERSPECTIVE [J].
BIZZI, E ;
MUSSAIVALDI, FA ;
GISZTER, S .
SCIENCE, 1991, 253 (5017) :287-291
[9]  
Brooks R. A., 1994, Autonomous Robots, V1, P7, DOI 10.1007/BF00735340
[10]  
BUCHANAN JJ, 1993, EXP BRAIN RES, V94, P131