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Erschienen in: Autonomous Robots 6/2019

05.10.2018

Validating multi-rigid body simulation of a wild robot

verfasst von: James R. Taylor, Evan Drumwright

Erschienen in: Autonomous Robots | Ausgabe 6/2019

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Abstract

There exist few objective measures to evaluate or compare multi-rigid body dynamics simulations involving contact and friction. This absence creates uncertainty in simulation capabilities and accuracy, leaving users to wonder when can they trust simulations. Simulation science has focused on using theory and other simulations (verification) and real-world data (validation) to evaluate simulation correctness. With respect to rigid body dynamics, ballistic rigid body motion has been verified and validated, but rigid body simulations involving contact and friction are currently prone to producing results that appear inconsistent with real-world observations. Accurate validation is seldom performed for contacting “rigid” bodies, likely because the observation problem is so challenging (compared to, e.g., fluid dynamics, for which fluids are often transparent). This paper concentrates on a validation scenario for multi-rigid body dynamics with contact and friction, which are essential for simulating robotic locomotion and manipulation. We describe a collection and estimation process for telemetry data of a mechanically simple but highly dynamic, real-world robot whose motion is primarily driven by contact and friction, and we propose an approach for quantifying the performance of simulations of this robot.

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Fußnoten
1
Video data from Wb data collection are included in the repository and movies of the real and simulated Wb may be found at https://​github.​com/​PositronicsLab/​wild-robot/​wiki.
 
4
Our registration frame was rotated 180\(^{\circ }\) around the z-axis with respect to our capture frame.
 
Literatur
Zurück zum Zitat Bobadilla, L., Martinez, F., Gobst, E., Gossman, K., & Lavalle, S. M. (2012). Controlling wild mobile robots using virtual gates and discrete transitions. In Proceedings of American control conference (ACC), IEEE (pp. 743–749). Canada: Montréal. Bobadilla, L., Martinez, F., Gobst, E., Gossman, K., & Lavalle, S. M. (2012). Controlling wild mobile robots using virtual gates and discrete transitions. In Proceedings of American control conference (ACC), IEEE (pp. 743–749). Canada: Montréal.
Zurück zum Zitat Bobadilla, L., Sanchez, O., Czarnowski, J., Gossman, K., & LaValle, S. M. (2011). Controlling wild bodies using linear temporal logic. In Proceedings of robotics: Science and systems (RSS) VII (pp 17–24). Los Angeles, USA: MIT Press. Bobadilla, L., Sanchez, O., Czarnowski, J., Gossman, K., & LaValle, S. M. (2011). Controlling wild bodies using linear temporal logic. In Proceedings of robotics: Science and systems (RSS) VII (pp 17–24). Los Angeles, USA: MIT Press.
Zurück zum Zitat Boeing, A., & Bräunl, T. (2007). Evaluation of real-time physics simulation systems. In Proceedings of the 5th International Conference on Computer Graphics and Interactive Techniques in Australia and Southeast Asia, GRAPHITE ’07 (pp. 281–288). Boeing, A., & Bräunl, T. (2007). Evaluation of real-time physics simulation systems. In Proceedings of the 5th International Conference on Computer Graphics and Interactive Techniques in Australia and Southeast Asia, GRAPHITE ’07 (pp. 281–288).
Zurück zum Zitat Chatterjee, A., & Ruina, A. (1998). A new algebraic rigid-body collision law based on impulse space considerations. Journal of Applied Mechanics, 65(64), 939–951.CrossRef Chatterjee, A., & Ruina, A. (1998). A new algebraic rigid-body collision law based on impulse space considerations. Journal of Applied Mechanics, 65(64), 939–951.CrossRef
Zurück zum Zitat Drucker, H., Burges, C. J., Kaufman, L., Smola, A. J., & Vapnik, V. (1997), Support vector regression machines. In Advances in neural information processing systems (pp 155–161). Drucker, H., Burges, C. J., Kaufman, L., Smola, A. J., & Vapnik, V. (1997), Support vector regression machines. In Advances in neural information processing systems (pp 155–161).
Zurück zum Zitat Erez, T., Tassa, Y., & Todorov, E. (2015). Simulation tools for model-based robotics: Comparison of bullet, havok, mujoco, ode and physx. In 2015 IEEE international conference on robotics and automation (ICRA) (pp. 4397–4404). Erez, T., Tassa, Y., & Todorov, E. (2015). Simulation tools for model-based robotics: Comparison of bullet, havok, mujoco, ode and physx. In 2015 IEEE international conference on robotics and automation (ICRA) (pp. 4397–4404).
Zurück zum Zitat Fazeli, N., Donlon, E., Drumwright, E., & Rodriguez, A. (2017). Empirical evaluation of common contact models for planar impact. In 2017 IEEE international conference on robotics and automation (ICRA) (pp. 3418–3425). Fazeli, N., Donlon, E., Drumwright, E., & Rodriguez, A. (2017). Empirical evaluation of common contact models for planar impact. In 2017 IEEE international conference on robotics and automation (ICRA) (pp. 3418–3425).
Zurück zum Zitat Frigerio, M., Barasuol, V., Focchi, M., Caldwell, D. G., & Semini, C. (2017). Validation of computer simulations of the HyQ robot. In Proceedings of international conference on climbing walking robots (CLAWAR). Frigerio, M., Barasuol, V., Focchi, M., Caldwell, D. G., & Semini, C. (2017). Validation of computer simulations of the HyQ robot. In Proceedings of international conference on climbing walking robots (CLAWAR).
Zurück zum Zitat Gierl, D.E., Bobadilla, L., Sanchez, O., & Lavalle, S. M. (2014). Stochastic modeling, control, and verification of wild bodies. In Proceedings of IEEE international conference on robotics and automation (ICRA) (pp. 549–556). Hong Kong, China: IEEE. Gierl, D.E., Bobadilla, L., Sanchez, O., & Lavalle, S. M. (2014). Stochastic modeling, control, and verification of wild bodies. In Proceedings of IEEE international conference on robotics and automation (ICRA) (pp. 549–556). Hong Kong, China: IEEE.
Zurück zum Zitat González, M., Dopico, D., Lugrís, U., & Cuadrado, J. (2006). A benchmarking system for MBS simulation software: Problem standardization and performance measurement. Multibody System Dynamics, 16(2), 179–190.CrossRefMATH González, M., Dopico, D., Lugrís, U., & Cuadrado, J. (2006). A benchmarking system for MBS simulation software: Problem standardization and performance measurement. Multibody System Dynamics, 16(2), 179–190.CrossRefMATH
Zurück zum Zitat González, M., González, F., Luaces, A., & Cuadrado, J. (2009). A collaborative benchmarking framework for multibody system dynamics. Engineering with Computers, 26(1), 1–9.CrossRef González, M., González, F., Luaces, A., & Cuadrado, J. (2009). A collaborative benchmarking framework for multibody system dynamics. Engineering with Computers, 26(1), 1–9.CrossRef
Zurück zum Zitat Güèmez, J., Valiente, R., Fiolhais, C., & Fiolhais, M. (2003). Experiments with the drinking bird. American Journal of Physics, 71, 1257–1263.CrossRef Güèmez, J., Valiente, R., Fiolhais, C., & Fiolhais, M. (2003). Experiments with the drinking bird. American Journal of Physics, 71, 1257–1263.CrossRef
Zurück zum Zitat Kolbert, R., Dafle, N. C., Rodriguez, A., & (2016). Experimental validation of contact dynamics for in-hand manipulation. In: 2016 IEEE international symposium on experimental robotics (ISER). Japan: Tokyo. Kolbert, R., Dafle, N. C., Rodriguez, A., & (2016). Experimental validation of contact dynamics for in-hand manipulation. In: 2016 IEEE international symposium on experimental robotics (ISER). Japan: Tokyo.
Zurück zum Zitat Lu, Y., Williams, J., Trinkle, J., & Lacoursire, C. (2014). A framework for problem standardization and algorithm comparison in multibody system. In 10th international conference on multibody systems, nonlinear dynamics, and control, IDETC/CIE 2014 (Vol. 6). Lu, Y., Williams, J., Trinkle, J., & Lacoursire, C. (2014). A framework for problem standardization and algorithm comparison in multibody system. In 10th international conference on multibody systems, nonlinear dynamics, and control, IDETC/CIE 2014 (Vol. 6).
Zurück zum Zitat Mitiguy, P. C., & Banerjee, A. K. (1999). Efficient simulation of motions involving Coulomb friction. Journal of Guidance, Control, and Dynamics, 22(1), 78–86.CrossRef Mitiguy, P. C., & Banerjee, A. K. (1999). Efficient simulation of motions involving Coulomb friction. Journal of Guidance, Control, and Dynamics, 22(1), 78–86.CrossRef
Zurück zum Zitat Pfeiffer, F. (1984). Mechanische systeme mit unstetigen übergängen. Ingenieur-Archiv, 54(3), 232–240.CrossRefMATH Pfeiffer, F. (1984). Mechanische systeme mit unstetigen übergängen. Ingenieur-Archiv, 54(3), 232–240.CrossRefMATH
Zurück zum Zitat Pfeiffer, F., & Glocker, C. (1996). Multibody dynamics with unilateral contacts. New York, NY: Wiley.CrossRefMATH Pfeiffer, F., & Glocker, C. (1996). Multibody dynamics with unilateral contacts. New York, NY: Wiley.CrossRefMATH
Zurück zum Zitat Ruina, A., & Pratap, R. (1994). Introduction to statics and dynamics. Oxford: Oxford University Press. Ruina, A., & Pratap, R. (1994). Introduction to statics and dynamics. Oxford: Oxford University Press.
Zurück zum Zitat Schlesinger, S., Crosbie, R. E., Gagné, R. E., Innis, G. S., Lalwani, C., Loch, J., et al. (1979). Terminology for model credibility. Simulation, 32(3), 103–104.CrossRef Schlesinger, S., Crosbie, R. E., Gagné, R. E., Innis, G. S., Lalwani, C., Loch, J., et al. (1979). Terminology for model credibility. Simulation, 32(3), 103–104.CrossRef
Zurück zum Zitat Taylor, J. R., & Drumwright, E. (2016). State estimation of a wild robot towards simulator validation. In 2016 IEEE international conference on simulation, modeling, and programming for autonomous robots (SIMPAR) (pp. 310–317). San Francisco, USA: IEEE. Taylor, J. R., & Drumwright, E. (2016). State estimation of a wild robot towards simulator validation. In 2016 IEEE international conference on simulation, modeling, and programming for autonomous robots (SIMPAR) (pp. 310–317). San Francisco, USA: IEEE.
Zurück zum Zitat Ylikorpi, T., & Suomela, J. (2007). Ball-shaped robots. In H. Zhang (Ed.), Climbing & walking robots, toward new applications, chap 11 (pp. 546–567). Vienna, Austria: Itech Education and Publishing. Ylikorpi, T., & Suomela, J. (2007). Ball-shaped robots. In H. Zhang (Ed.), Climbing & walking robots, toward new applications, chap 11 (pp. 546–567). Vienna, Austria: Itech Education and Publishing.
Zurück zum Zitat Yu, K., Bauzá, M., Fazeli, N., & Rodriguez, A. (2016). More than a million ways to be pushed. A high-fidelity experimental dataset of planar pushing. In 2016 IEEE/RSJ international conference on intelligent robots and systems, IROS 2016, Daejeon, South Korea, October 9–14, 2016 (pp 30–37). Yu, K., Bauzá, M., Fazeli, N., & Rodriguez, A. (2016). More than a million ways to be pushed. A high-fidelity experimental dataset of planar pushing. In 2016 IEEE/RSJ international conference on intelligent robots and systems, IROS 2016, Daejeon, South Korea, October 9–14, 2016 (pp 30–37).
Zurück zum Zitat Zhang, L., Betz, J., & Trinkle, J.C. (2010). Comparison of simulated and experimental grasping actions in the plane. In First joint international conference on multibody system dynamics. Zhang, L., Betz, J., & Trinkle, J.C. (2010). Comparison of simulated and experimental grasping actions in the plane. In First joint international conference on multibody system dynamics.
Metadaten
Titel
Validating multi-rigid body simulation of a wild robot
verfasst von
James R. Taylor
Evan Drumwright
Publikationsdatum
05.10.2018
Verlag
Springer US
Erschienen in
Autonomous Robots / Ausgabe 6/2019
Print ISSN: 0929-5593
Elektronische ISSN: 1573-7527
DOI
https://doi.org/10.1007/s10514-018-9805-7

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