Dynamic contact force/torque observer: Sensor fusion for improved interaction control. (April 2013)
- Record Type:
- Journal Article
- Title:
- Dynamic contact force/torque observer: Sensor fusion for improved interaction control. (April 2013)
- Main Title:
- Dynamic contact force/torque observer: Sensor fusion for improved interaction control
- Authors:
- Bätz, Georg
Weber, Bernhard
Scheint, Michael
Wollherr, Dirk
Buss, Martin - Abstract:
- The potential areas of application for robots have gradually extended beyond the classical industrial settings in large-scale enterprizes: nowadays, the integration of robots into daily life has become a central development in robotics. Here, one major challenge is the physical interaction with unknown and/or changing environments. Such an interaction requires knowledge of the exchanged contact forces and torques. To this end, robotic systems are typically equipped with force/torque sensors at the wrist. By using force control schemes that rely on measurements from these sensors, conventional manipulation tasks are successfully executed. In particular, for dynamic manipulation tasks, however, the problem arises that the inertial forces/torques of the end effector have a non-negligible effect on the measurements of the wrist sensor. This degrades the performance of the interaction control and constitutes a safety risk since the actual interaction forces/torques deviate from the desired values. As a solution to this problem, the paper discusses four contact force/torque observer designs: two approaches are based on the extended Kalman filter (EKF) and two approaches are based on the unscented Kalman filter (UKF). For both types, EKF and UKF, two different measurement vectors are considered: the first one only uses pose and force/torque measurements, whereas the second one also uses acceleration measurements to determine the contact forces and torques. The four observer designsThe potential areas of application for robots have gradually extended beyond the classical industrial settings in large-scale enterprizes: nowadays, the integration of robots into daily life has become a central development in robotics. Here, one major challenge is the physical interaction with unknown and/or changing environments. Such an interaction requires knowledge of the exchanged contact forces and torques. To this end, robotic systems are typically equipped with force/torque sensors at the wrist. By using force control schemes that rely on measurements from these sensors, conventional manipulation tasks are successfully executed. In particular, for dynamic manipulation tasks, however, the problem arises that the inertial forces/torques of the end effector have a non-negligible effect on the measurements of the wrist sensor. This degrades the performance of the interaction control and constitutes a safety risk since the actual interaction forces/torques deviate from the desired values. As a solution to this problem, the paper discusses four contact force/torque observer designs: two approaches are based on the extended Kalman filter (EKF) and two approaches are based on the unscented Kalman filter (UKF). For both types, EKF and UKF, two different measurement vectors are considered: the first one only uses pose and force/torque measurements, whereas the second one also uses acceleration measurements to determine the contact forces and torques. The four observer designs are evaluated in simulation and experiment for six-degree-of-freedom (DOF) tasks. … (more)
- Is Part Of:
- International journal of robotics research. Volume 32:Number 4(2013)
- Journal:
- International journal of robotics research
- Issue:
- Volume 32:Number 4(2013)
- Issue Display:
- Volume 32, Issue 4 (2013)
- Year:
- 2013
- Volume:
- 32
- Issue:
- 4
- Issue Sort Value:
- 2013-0032-0004-0000
- Page Start:
- 446
- Page End:
- 457
- Publication Date:
- 2013-04
- Subjects:
- sensor fusion -- interaction control -- observer design
Robots -- Periodicals
Robots, Industrial -- Periodicals
629.89205 - Journal URLs:
- http://ijr.sagepub.com/ ↗
http://www.uk.sagepub.com/home.nav ↗ - DOI:
- 10.1177/0278364913482015 ↗
- Languages:
- English
- ISSNs:
- 0278-3649
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24551.xml