Time Optimal Path Tracking for Industrial Robots with Low Cost Computational Unit using Model Predictive Control. Issue 1 (17th December 2018)
- Record Type:
- Journal Article
- Title:
- Time Optimal Path Tracking for Industrial Robots with Low Cost Computational Unit using Model Predictive Control. Issue 1 (17th December 2018)
- Main Title:
- Time Optimal Path Tracking for Industrial Robots with Low Cost Computational Unit using Model Predictive Control
- Authors:
- Jörgl, Matthias
Gattringer, Hubert
Müller, Andreas - Other Names:
- Müller G. guestEditor.
Ulbrich M. guestEditor. - Abstract:
- Abstract: This paper deals with time optimal path tracking along prescribed geometric paths for robotic systems, like computerized numerical control (CNC) machines. These machines are typically controlled by a low cost microcontroller computational unit (MCU). Such MCUs are commonly used in industrial applications but are limited in view of computational performance. In many cases, these robotic systems have not only a MCU on which e.g. a motion controller is implemented, but also an associated desktop computer that serves as input device and transmits raw data to the MCU. Therefore, the calculation of the time‐optimal path following can be divided into two steps, where the paths are in our case defined as B‐Splines. On the desktop computer, an approximation of the solution is recursively calculated using a log‐barrier method, which solves a convex reformulated path tracking problem with velocity and torque constraints. This log‐barrier solution serves then as a reference generator for a model predictive controller (MPC), which is implemented as a trajectory tracking controller on the MCU. Due to the special formulation of the MPC, the continuity of the solution can be chosen arbitrarily. Thus the method is suitable for control of elastic systems, where C4 continuity is required to avoid vibrations. Assuming that the MPC works well as tracking controller, it is possible to consider only input constraints for the MPC and thus to minimize the computational effort. At last, aAbstract: This paper deals with time optimal path tracking along prescribed geometric paths for robotic systems, like computerized numerical control (CNC) machines. These machines are typically controlled by a low cost microcontroller computational unit (MCU). Such MCUs are commonly used in industrial applications but are limited in view of computational performance. In many cases, these robotic systems have not only a MCU on which e.g. a motion controller is implemented, but also an associated desktop computer that serves as input device and transmits raw data to the MCU. Therefore, the calculation of the time‐optimal path following can be divided into two steps, where the paths are in our case defined as B‐Splines. On the desktop computer, an approximation of the solution is recursively calculated using a log‐barrier method, which solves a convex reformulated path tracking problem with velocity and torque constraints. This log‐barrier solution serves then as a reference generator for a model predictive controller (MPC), which is implemented as a trajectory tracking controller on the MCU. Due to the special formulation of the MPC, the continuity of the solution can be chosen arbitrarily. Thus the method is suitable for control of elastic systems, where C4 continuity is required to avoid vibrations. Assuming that the MPC works well as tracking controller, it is possible to consider only input constraints for the MPC and thus to minimize the computational effort. At last, a validation by means of simulation results is shown, in which the ACADO Toolkit is used for the MPC implementation. … (more)
- Is Part Of:
- Proceedings in applied mathematics and mechanics. Volume 18:Issue 1(2018)
- Journal:
- Proceedings in applied mathematics and mechanics
- Issue:
- Volume 18:Issue 1(2018)
- Issue Display:
- Volume 18, Issue 1 (2018)
- Year:
- 2018
- Volume:
- 18
- Issue:
- 1
- Issue Sort Value:
- 2018-0018-0001-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2018-12-17
- Subjects:
- Applied mathematics -- Periodicals
Engineering mathematics -- Periodicals
Mathematical physics -- Periodicals
519 - Journal URLs:
- http://www.onlinelibrary.wiley.com/journal/10.1002/(ISSN)1617-7061 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/pamm.201800379 ↗
- Languages:
- English
- ISSNs:
- 1617-7061
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6842.471350
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16609.xml