Abstract
This paper presents a simulation framework for using machine learning techniques to determine robust robotic motions for handling deformable objects. The main focus is on applications in the meat sector, which mainly handle three-dimensional objects. In order to optimize the robotic handling, the robot motions have been parametrized in terms of grasp points, robot trajectory and robot speed. The motions are evaluated based on a dynamic simulation environment for robotic control of deformable objects. The evaluation indicates certain parameter setups, which produce robust motions in the simulated environment, and based on a visual analysis indicate satisfactory solutions for a real world system.
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Gleichman, R., Abbeel, P., Gupta, A., Hadfield-Menell, D.: Bootstrapping trajectory transfer from multiple demonstrations with applications to deformable object manipulation (Submitted, 2014)
Balaguer, B., Carpin, S.: Combining imitation and reinforcement learning to fold deformable planar objects. In: IROS, pp. 1405–1412. IEEE (2011)
Bodenhagen, L., Fugl, A.R., Jordt, A., Willatzen, M., Andersen, K.A., Olsen, M.M., Koch, R., Petersen, H.G., Kruger, N.: An adaptable robot vision system performing manipulation actions with flexible objects. IEEE Transactions on Automation Science and Engineering 11(3), 749–765 (2014)
Choi, K.-J., Ko, H.-S.: Stable but responsive cloth. ACM Trans. Graph. 21(3), 604–611 (2002)
Desbrun, M., Schrder, P., Barr, A.H.: Interactive animation of structured deformable objects. In: Scott MacKenzie, I., Stewart, J. (eds.) Graphics Interface. Canadian Human-Computer Communications Society, pp. 1–8 (1999)
Ellekilde, L.-P., Jorgensen, J.A.: Robwork: a flexible toolbox for robotics research and education. In: Robotics (ISR), 2010 41st International Symposium on and 2010 6th German Conference on Robotics (ROBOTIK), pp. 1–7, June 2010
Guennebaud, G., Jacob, B., et al.: Eigen v3 (2010). http://eigen.tuxfamily.org
Kabsch, W.: A solution for the best rotation to relate two sets of vectors. Acta Crystallographica Section A: Crystal Physics, Diffraction, Theoretical and General Crystallography 32(5), 922–923 (1976)
Khalil, F.F., Payeur, P.: Dexterous Robotic Manipulation of Deformable Objects with Multi-Sensory Feedback - a Review. INTECH Open Access Publisher (2010)
Lamiraux, F., Kavraki, L.E.: Planning paths for elastic objects under manipulation constraints. International Journal of Robotics Research 20, 188–208 (2001)
Mesit, J., Guha, R.K., Chaudhry, S.: 3d soft body simulation using mass-spring system with internal pressure force and simplified implicit integration. JCP 2(8), 34–43 (2007)
Nabil, E., Belhassen-Chedli, B., Grigore, G., Matthieu, A., Pôle Pré-Ingénierie ADIV.: In process controlling of a multi arms robotic cell for muscle anatomical cutting: focus on mechanical modeling and characterization of soft materials
Ridders, C.: A new algorithm for computing a single root of a real continuous function. IEEE Transactions on Circuits and Systems 26(11), 979–980 (1979)
Saha, M., Isto, P.: Manipulation planning for deformable linear objects. IEEE Transactions on Robotics 23(6), 1141–1150 (2007)
Schilling, R.J.: Fundamentals of Robotics: Analysis and Control, 1st edn. Simon & Schuster Trade (1996)
Silverman, B.W.: Density Estimation for Statistics and Data Analysis. Chapman & Hall, London (1986)
Wang, H., O’Brien, J.F., Ramamoorthi, R.: Data-driven elastic models for cloth: Modeling and measurement. ACM Trans. Graph. 30(4), 71:1–71:12 (2011)
Zhou, C., Jin, X., Wang, C.C.L., Feng, J.: Plausible cloth animation using dynamic bending model. Progress in Natural Science 18(7), 879–885 (2008)
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Bo Jørgensen, T., Holm, P.H.S., Petersen, H.G., Krüger, N. (2015). Optimizing Pick and Place Operations in a Simulated Work Cell For Deformable 3D Objects. In: Liu, H., Kubota, N., Zhu, X., Dillmann, R., Zhou, D. (eds) Intelligent Robotics and Applications. ICIRA 2015. Lecture Notes in Computer Science(), vol 9245. Springer, Cham. https://doi.org/10.1007/978-3-319-22876-1_37
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DOI: https://doi.org/10.1007/978-3-319-22876-1_37
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