Robust control of a silicone soft robot using neural networks

被引:35
作者
Zheng, Gang [1 ,2 ]
Zhou, Yuan [3 ]
Ju, Mingda [4 ]
机构
[1] Foshan Univ, Sch Math & Big Data, Foshan 528000, Peoples R China
[2] Inria Lille, 40 Ave Halley, F-59650 Villeneuve Dascq, France
[3] Shanghai Jiao Tong Univ, Dept Elect Engn, Shanghai, Peoples R China
[4] Univ Cergy Pontoise, Univ Paris Seine, CNRS, ETIS,UMR 8051,ENSEA, F-95302 Cergy Pontoise, France
关键词
Soft robot; Machine learning; Robust control; DESIGN;
D O I
10.1016/j.isatra.2019.12.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with the robust controller design problem to regulate the position of a soft robot with elastic behavior, driven by 4 cable actuators. In this work, we first used an artificial neural network to approximate the relation between these actuators and the controlled position of the soft robot, based on which two types of robust controllers (type of integral and sliding mode) are proposed. The effectiveness and the robustness of the proposed controllers have been analyzed both for the constant and the time-varying disturbances. The performances (precision, convergence speed and robustness) of the proposed method have been validated via different experimental tests. (C) 2019 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:38 / 45
页数:8
相关论文
共 26 条
[1]  
[Anonymous], 2009, 2009 IEEE RSJ INT C
[2]  
[Anonymous], ROB AUT 2019 IEEE IN
[3]  
[Anonymous], 2007, SPRINGER HDB ROBOTIC
[4]   Macro-continuous computed torque algorithm for a three-dimensional eel-like robot [J].
Boyer, Frederic ;
Porez, Mathieu ;
Khalil, Wisama .
IEEE TRANSACTIONS ON ROBOTICS, 2006, 22 (04) :763-775
[5]  
Chen M.-R., 2006, International Conference on Computational and Information Science, P144
[6]   A MODAL APPROACH TO HYPER-REDUNDANT MANIPULATOR KINEMATICS [J].
CHIRIKJIAN, GS ;
BURDICK, JW .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1994, 10 (03) :343-354
[7]  
Cybenko G., 1989, Mathematics of Control, Signals, and Systems, V2, P303, DOI 10.1007/BF02551274
[8]  
Della Santina C, 2018, 2018 IEEE INTERNATIONAL CONFERENCE ON SOFT ROBOTICS (ROBOSOFT), P46, DOI 10.1109/ROBOSOFT.2018.8404895
[9]  
Gillespie MT, 2018, 2018 IEEE INTERNATIONAL CONFERENCE ON SOFT ROBOTICS (ROBOSOFT), P39, DOI 10.1109/ROBOSOFT.2018.8404894
[10]   Neural Network and Jacobian Method for Solving the Inverse Statics of a Cable-Driven Soft Arm With Nonconstant Curvature [J].
Giorelli, Michele ;
Renda, Federico ;
Calisti, Marcello ;
Arienti, Andrea ;
Ferri, Gabriele ;
Laschi, Cecilia .
IEEE TRANSACTIONS ON ROBOTICS, 2015, 31 (04) :823-834