A neural network controller for continuum robots

被引:156
作者
Braganza, David [1 ]
Dawson, Darren M. [2 ]
Walker, Ian D. [2 ]
Nath, Nitendra [2 ]
机构
[1] OFS Fitel, Sturbridge, MA 01566 USA
[2] Clemson Univ, Dept Elect & Comp Engn, Clemson, SC 29634 USA
关键词
continuum robot; feedforward control; neural network; robot control;
D O I
10.1109/TRO.2007.906248
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Continuum or hyper-redundant robot manipulators can exhibit behavior similar to biological trunks, tentacles, or snakes. Unlike traditional rigid-link robot manipulators, continuum robot manipulators do not have rigid joints, hence these manipulators are extremely dexterous, compliant, and are capable of dynamic adaptive manipulation in unstructured environments. However, the development of high-performance control algorithms for these manipulators is quite a challenge, due to their unique design and the high degree of uncertainty in their dynamic models. In this paper, a controller for continuum robots, which utilizes a neural network feedforward component to compensate for dynamic uncertainties is presented. Experimental results using the OCTARM, which is a soft extensible continuum manipulator, are provided to illustrate that the addition of the neural network feedforward component to the controller provides improved performance.
引用
收藏
页码:1270 / 1277
页数:8
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