notesum.ai
Published at November 21Continual Learning and Lifting of Koopman Dynamics for Linear Control of Legged Robots
cs.RO
Released Date: November 21, 2024
Authors: Feihan Li1, Abulikemu Abuduweili1, Yifan Sun1, Rui Chen1, Weiye Zhao1, Changliu Liu1
Aff.: 1Robotics Institute, Carnegie Mellon University

| Synthesised Tracking Metrics | ||||||||
| Algorithm | Joint-relative | Root-relative | Survival | |||||
| Ours | 0.0316 | 0.5866 | 37.1446 | 0.1035 | 0.0553 | 0.1120 | 0.3007 | 183.5074 |
| DKRL | 0.0831 | 1.1014 | 67.5660 | 0.3291 | 0.1580 | 0.2150 | 0.5441 | 117.7829 |
| DKAC | 0.1816 | 2.0694 | 117.5515 | 0.3955 | 0.2749 | 0.2888 | 0.9143 | 25.0254 |
| DKUC | 0.1576 | 1.0828 | 50.5745 | 0.2934 | 0.1989 | 0.2252 | 0.5559 | 82.4620 |
| NNDM | 0.1439 | 2.2020 | 127.4524 | 0.4334 | 0.2506 | 0.2996 | 0.8536 | 35.4709 |