Solving Cosserat Rod Models via Collocation and the Magnus Expansion
Autor: | Nabil Simaan, Andrew L. Orekhov |
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Rok vydání: | 2020 |
Předmět: |
FOS: Computer and information sciences
0209 industrial biotechnology Collocation Computer science Numerical analysis 02 engineering and technology Kinematics 021001 nanoscience & nanotechnology Curvature Computer Science - Robotics Matrix (mathematics) 020901 industrial engineering & automation Magnus expansion Applied mathematics Orthogonal collocation 0210 nano-technology Robotics (cs.RO) |
Zdroj: | IROS |
DOI: | 10.48550/arxiv.2008.01054 |
Popis: | Choosing a kinematic model for a continuum robot typically involves making a tradeoff between accuracy and computational complexity. One common modeling approach is to use the Cosserat rod equations, which have been shown to be accurate for many types of continuum robots. This approach, however, still presents significant computational cost, particularly when many Cosserat rods are coupled via kinematic constraints. In this work, we propose a numerical method that combines orthogonal collocation on the local rod curvature and forward integration of the Cosserat rod kinematic equations via the Magnus expansion, allowing the equilibrium shape to be written as a product of matrix exponentials. We provide a bound on the maximum step size to guarantee convergence of the Magnus expansion for the case of Cosserat rods, compare in simulation against other approaches, and demonstrate the tradeoffs between speed and accuracy for the fourth and sixth order Magnus expansions as well as for different numbers of collocation points. Our results show that the proposed method can find accurate solutions to the Cosserat rod equations and can potentially be competitive in computation speed. Comment: Accepted for publication in IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020 |
Databáze: | OpenAIRE |
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