Knowledge-enabled parameterization of whole-body control strategies for compliant service robots

被引:22
作者
Leidner, Daniel [1 ]
Dietrich, Alexander [1 ]
Beetz, Michael [2 ]
Albu-Schaeffer, Alin [1 ,3 ]
机构
[1] German Aerosp Ctr DLR, Inst Robot & Mechatron, Muenchener Str 20, D-82234 Wessling, Germany
[2] Univ Bremen, Inst Artificial Intelligence, Fallturm 1, D-28359 Bremen, Germany
[3] Tech Univ Munich, Sensor Based Robot Syst & Intelligent Assistance, Boltzmannstr 3, D-85748 Garching, Germany
关键词
Whole-body control; AI reasoning methods; Task knowledge; Humanoid robots; Mobile manipulation; IMPEDANCE CONTROL; TORQUE FEEDBACK; MANIPULATORS; OBJECTS;
D O I
10.1007/s10514-015-9523-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Compliant manipulation is one of the grand challenges for autonomous robots. Many household chores in human environments, such as cleaning the floor or wiping windows, rely on this principle. At the same time these tasks often require whole-body motions to cover a larger workspace. The performance of the actual task itself is thereby dependent on a large number of parameters that have to be taken into account. To tackle this issue we propose to utilize low-level compliant whole-body control strategies parameterized by high-level hybrid reasoning mechanisms. We categorize compliant wiping actions in order to determine relevant control parameters. According to these parameters we set up process models for each identified wiping action and implement generalized control strategies based on human task knowledge. We evaluate our approach experimentally on three whole-body manipulation tasks, namely scrubbing a mug with a sponge, skimming a window with a window wiper and bi-manually collecting the shards of a broken mug with a broom.
引用
收藏
页码:519 / 536
页数:18
相关论文
共 58 条
  • [1] Soft robotics -: From torque feedback-controlled lightweight robots to intrinsically compliant systems
    Albu-Schaeffer, Alin
    Eiberger, Oliver
    Grebenstein, Markus
    Haddadin, Sami
    Ott, Christian
    Wimboeck, Thomas
    Wolf, Sebastian
    Hirzinger, Gerd
    [J]. IEEE ROBOTICS & AUTOMATION MAGAZINE, 2008, 15 (03) : 20 - 30
  • [2] Albu-Schäffer A, 2003, IEEE INT CONF ROBOT, P3704
  • [3] [Anonymous], 2009, PROC IEEEINT C ROBOT
  • [4] Stability Analysis for Prioritized Closed-Loop Inverse Kinematic Algorithms for Redundant Robotic Systems
    Antonelli, Gianluca
    [J]. IEEE TRANSACTIONS ON ROBOTICS, 2009, 25 (05) : 985 - 994
  • [5] Bartels G, 2013, IEEE-RAS INT C HUMAN, P547, DOI 10.1109/HUMANOIDS.2013.7030027
  • [6] A taxonomy and comparison of haptic actions for disassembly tasks
    Bloomfield, A
    Deng, Y
    Wampler, J
    Rondot, P
    Harth, D
    McManus, M
    Badler, N
    [J]. IEEE VIRTUAL REALITY 2003, PROCEEDINGS, 2003, : 225 - 231
  • [7] Bullock IM, 2013, IEEE T HAPTICS, V6, P129, DOI [10.1109/TOH.2012.53, 10.1109/ToH.2012.53]
  • [8] Bullock Ian M, 2011, IEEE Int Conf Rehabil Robot, V2011, P5975408, DOI 10.1109/ICORR.2011.5975408
  • [9] Cakmak M, 2013, ACMIEEE INT CONF HUM, P93, DOI 10.1109/HRI.2013.6483517
  • [10] ON GRASP CHOICE, GRASP MODELS, AND THE DESIGN OF HANDS FOR MANUFACTURING TASKS
    CUTKOSKY, MR
    [J]. IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1989, 5 (03): : 269 - 279