Adaptive Visual Servoing for an Underwater Soft Robot Considering Refraction Effects

被引:32
|
作者
Xu, Fan [1 ]
Wang, Hesheng [2 ,3 ,4 ]
Liu, Zhe [5 ]
Chen, Weidong [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Inst Med Robot, Key Lab Syst Control & Informat Proc,Minist Educ, Shanghai 200240, Peoples R China
[2] Shanghai Jiao Tong Univ, Dept Automat, Inst Med Robot,Minist Educ, Key Lab Marine Intelligent Equipment & Syst,Key L, Shanghai 200240, Peoples R China
[3] Harbin Inst Technol, State Key Lab Robot & Syst, Harbin 150001, Peoples R China
[4] Beijing Inst Technol, Beijing Adv Innovat Ctr Intelligent Robots & Syst, Beijing 100081, Peoples R China
[5] Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong 999077, Peoples R China
关键词
Soft robotics; Adaptation models; Mathematical model; Visual servoing; Calibration; Cameras; Model-based control; online distortion correction; soft robot; underwater dynamics; visual servoing; TRACKING CONTROL; MOBILE ROBOTS; MANIPULATORS;
D O I
10.1109/TIE.2019.2958254
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Robots inspired from marine organisms are tremendously developed for applications of underwater exploration, rescuing, navigation, etc. In this article, we implement an uncalibrated visual servoing scheme to achieve accurate positioning performance of an octopus-tentacle-like soft robot arm. The image-based adaptive visual servoing controller is designed based on the underwater dynamic model of the robot system. An adaptive mechanism to solve the tedious camera calibration problem is also extremely complicated in underwater environment due to the refraction effect resulting in changes of optical condition. In this article, this effect is analogous to the radial distortion. The presented algorithm can linearize the distortion model, and then online iteratively estimate the unknown image mapping model based on the classical Slotine-Li adaptive algorithm. The intrinsic and extrinsic parameters can also be estimated in real time. The presented adaptive controller is verified both theoretically using the Lyapunov stability analysis to prove the stability of the dynamical system, and experimentally to prove the accuracy and rapid convergence to the target image position.
引用
收藏
页码:10575 / 10586
页数:12
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