Model-based vs. model-free visual servoing: A performance evaluation in microsystems

被引:0
|
作者
Hocaoglu, Muhammet A. [1 ]
Bilen, Hakan [1 ]
Ozgur, Erol [1 ]
Unel, Mustafa [1 ]
机构
[1] Sabanci Univ, Fac Engn & Nat Sci, TR-34956 Istanbul, Turkey
关键词
visual servoing; visual tracking; micropositioning;
D O I
暂无
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this paper, model-based and model-free image based visual servoing (VS) approaches are implemented on a microassembly workstation, and their regulation and tracking performances are evaluated. A precise image based VS relies on computation of the image jacobian. In the model-based visual servoing, the image Jacobian is computed via calibrating the optical system. Precisely calibrated model based VS promises better positioning and tracking performance than the model-free approach. However, in the model-free approach, optical system calibration is not required due to the dynamic Jacobian estimation, thus it has the advantage of adapting to the different operating modes.
引用
下载
收藏
页码:316 / 321
页数:6
相关论文
共 50 条
  • [21] Model-based and model-free leaning by striatal neurons
    Pan, Xiaochuan
    Sakagami, Masamichi
    NEUROSCIENCE RESEARCH, 2009, 65 : S192 - S192
  • [22] Reliance on model-based and model-free control in obesity
    Lieneke K. Janssen
    Florian P. Mahner
    Florian Schlagenhauf
    Lorenz Deserno
    Annette Horstmann
    Scientific Reports, 10
  • [23] Model-based decision making and model-free learning
    Drummond, Nicole
    Niv, Yael
    CURRENT BIOLOGY, 2020, 30 (15) : R860 - R865
  • [24] Robocentric Model-Based Visual Servoing for Quadrotor Flights
    Li, Yihang
    Lu, Guozheng
    He, Dongjiao
    Zhang, Fu
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2023, 28 (04) : 2155 - 2166
  • [25] Model-Free and Model-Based Active Learning for Regression
    O'Neill, Jack
    Delany, Sarah Jane
    MacNamee, Brian
    ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS, 2017, 513 : 375 - 386
  • [26] Benchmarking model-free and model-based optimal control
    Koryakovskiy, Ivan
    Kudruss, Manuel
    Babuska, Robert
    Caarls, Wouter
    Kirches, Christian
    Mombaur, Katja
    Schloeder, Johannes P.
    Vallery, Heike
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2017, 92 : 81 - 90
  • [27] Model-Based and Model-Free Decisions in Alcohol Dependence
    Sebold, Miriam
    Deserno, Lorenz
    Nebe, Stefan
    Schad, Daniel J.
    Garbusow, Maria
    Haegele, Claudia
    Keller, Juergen
    Juenger, Elisabeth
    Kathmann, Norbert
    Smolka, Michael
    Rapp, Michael A.
    Schlagenhauf, Florian
    Heinz, Andreas
    Huys, Quentin J. M.
    NEUROPSYCHOBIOLOGY, 2014, 70 (02) : 122 - 131
  • [28] Integration of model-based and model-free cues for visual object tracking in 3D
    Kyrki, V
    Kragic, D
    2005 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-4, 2005, : 1554 - 1560
  • [29] Model-Free Unified Tracking and Regulation Visual Servoing of Nonholonomic Mobile Robots
    Li Baoquan
    Fang Yongchun
    Hu Guoqiang
    Zhang Xuebo
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 8427 - 8432
  • [30] A Universal State-Space Approach to Uncalibrated Model-Free Visual Servoing
    Hao, Miao
    Sun, Zengqi
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2012, 17 (05) : 833 - 846