Dataset and Baseline for an Industrial Robot Identification Benchmark
- We present an identification benchmark data set for a full robot movement with an KUKA KR300 R2500 ultra SE industrial robot. It is a robot with a nominal payload capacity of 300 kg, a weight of 1120 kg and a reach of 2500mm. It exhibits 12 states accounting for position and velocity for each of the 6 joints. The robot encounters backlash in all joints, pose-dependent inertia, pose-dependent gravitational loads, pose-dependent hydraulic forces, pose- and velocity dependent centripetal and Coriolis forces as well as a nonlinear friction, which is temperature dependent and therefore potentially time varying. We supply the prepared dataset for black-box identification of the forward or the inverse robot dynamics. Additional to the data for black-box modelling, we supply high-frequency raw data and videos of each experiment. A baseline and figures of merit are defined to make results compareable across different identification methods.
| Author: | Jonas WeigandORCiD, Julian GötzORCiD, Jonas UlmenORCiD, Martin RuskowskiORCiD |
|---|---|
| URN: | urn:nbn:de:hbz:386-kluedo-67317 |
| Linked research dataset: | https://doi.org/10.26204/data/5 |
| Document Type: | Article |
| Language of publication: | English |
| Date of Publication (online): | 2022/02/02 |
| Year of first Publication: | 2022 |
| Publishing Institution: | Technische Universität Kaiserslautern |
| Date of the Publication (Server): | 2022/02/04 |
| Newer document version: | urn:nbn:de:hbz:386-kluedo-72843 |
| Tag: | Benchmark; Black-Box; Dataset; Dynamics; Industrial Robotics; Neural Networks; Nonlinear Identification; Robots; System Identification |
| Page Number: | 20 |
| Faculties / Organisational entities: | Kaiserslautern - Fachbereich Maschinenbau und Verfahrenstechnik |
| CCS-Classification (computer science): | E. Data |
| DDC-Cassification: | 5 Naturwissenschaften und Mathematik / 500 Naturwissenschaften |
| 6 Technik, Medizin, angewandte Wissenschaften / 620 Ingenieurwissenschaften und Maschinenbau | |
| MSC-Classification (mathematics): | 68-XX COMPUTER SCIENCE (For papers containing software, source code, etc. in a specific mathematical area, see the classification number 04 in that area.) |
| Licence (German): |
