Abstract
Physical human-robot interaction (pHRI) is a highly challenging research topic: it requires real-time decision making capabilities by the robot; it involves the human as a source of uncertainty in the coupled dynamical system; and the quality of interaction cannot be evaluated by classical objective measures only but requires psychological experiments. Here we propose a rapid prototyping system in order to develop and evaluate methods for planning, learning, and control enabling pro-active and goal-directed physical robotic assistance to the human. With this rapid prototyping system we are able to quantify the benefits of two novel methods that combine feedback planning and learning from demonstration in a cooperative load-transport task.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Althoff, D., Kourakos, O., Lawitzky, M., Mörtl, A., Rambow, M., Rohrmüller, F., Brščić, D., Wollherr, D., Hirche, S., Buss, M.: An Architecture for Real-time Control in Multi-robot Systems. In: Cognitive Systems Monog.: Human Centered Robot Systems, pp. 43–52 (2009)
Billard, A., Calinon, S., Dillmann, R., Schaal, S.: Robot Programming by Demonstration. In: Siciliano, B., Khatib, O. (eds.) Handbook of Robotics, pp. 1371–1394. Springer (2008)
Calinon, S., D’Halluin, F., Sauser, E.L., Caldwell, D.G., Billard, A.G.: Learning and reproduction of gestures by imitation. IEEE Robot. Autom. Mag. 17(2), 44–54 (2010)
Corteville, B., Aertbelien, E., Bruyninckx, H., De Schutter, J., Van Brussel, H.: Human-inspired Robot Assistant for Fast Point-to-point Movements. In: Proc. IEEE ICRA, pp. 3639–3644 (2007)
Esteves, C., Archevaleta, G., Laumond, J.: Motion Planning for Human-Robot Interaction in Manipulation Tasks. In: Proc. IEEE ICMA, pp. 1766–1771 (2005)
Evrard, P., Kheddar, A.: Homotopy Switching Model for Dyad Haptic Interaction in Physical Collaborative Tasks. In: Proc. EHS EuroHaptics, pp. 45–50 (2009)
Fernandez, V., Balaguer, C., Blanco, D., Salichs, M.A.: Active Human-Mobile Manipulator Cooperation Through Intention Recognition. In: Proc. IEEE ICRA, pp. 2668–2673 (2001)
Flash, T., Hogan, N.: The coordination of arm movements: An experimentally confirmed mathematical model. J. Neurosci. 5, 1688–1703 (1985)
Gauthereau, V., Hollnagel, E.: Planning, Control, and Adaptation: A Case Study. European Management Journal 23(1), 118–131 (2005)
Goebl, M., Färber, G.: A Real-Time-capable Hard- and Software Architecture for Joint Image and Knowledge Processing in Cognitive Automobiles. In: Proc. IEEE IV, pp. 734–740 (2007)
Gribovskaya, E., Khansari-Zadeh, S.M., Billard, A.: Learning Nonlinear Multivariate Dynamics of Motion in Robotic Manipulators. Int. J. Rob. Res. 30(1), 80–117 (2010)
Gribovskaya, E., Kheddar, A., Billard, A.: Motion learning and adaptive impedance for robot control during physical interaction with humans. In: Proc. IEEE ICRA (2011)
Hanebeck, U., Saldic, N., Schmidt, G.: A Modular Wheel System for Mobile Robot Applications. In: Proc. IEEE/RSJ IROS, pp. 17–22 (1999)
Kirsch, A., Kruse, T., Sisbot, E., Alami, R., Lawitzky, M., Brščić, D., Hirche, S., Basili, P., Glasauer, S.: Plan-Based Control of Joint Human-Robot Activities. Künstl. Intell. 24(3), 223–231 (2010)
Kosuge, K., Hirata, Y.: Human-Robot Interaction. In: Proc. IEEE ROBIO, pp. 8–11 (2004)
Kosuge, K., Yoshida, H., Fukuda, T.: Dynamic control for robot-human collaboration. In: Proc. IEEE Workshop on Robot and Human Communication, pp. 398–401 (1993)
Lawitzky, M., Medina, J.R., Lee, D., Hirche, S.: Feedback Motion Planning and Learning from Demonstration in Physical Robotic Assistance: Differences and Synergies. In: Proc. IEEE/RSJ IROS (2012)
Lawitzky, M., Mörtl, A., Hirche, S.: Load Sharing in Human-Robot Cooperative Manipulation. In: Proc. IEEE Ro-Man, pp. 185–191 (2010)
Lee, D., Ott, C.: Incremental kinesthetic teaching of motion primitives using the motion refinement tube. Auton. Robot., 1–17 (2011)
Maeda, Y., Hara, T., Arai, T.: Human-robot cooperative manipulation with motion estimation. In: Proc. IEEE/RSJ IROS, vol. 4, pp. 2240–2245 (2001)
Medina, J.R., Lawitzky, M., Mörtl, A., Lee, D., Hirche, S.: An Experience-Driven Robotic Assistant Acquiring Human Knowledge to Improve Haptic Cooperation. In: Proc. IEEE/RSJ IROS, pp. 2416–2422 (2011)
Medina, J.R., Lee, D., Hirche, S.: Risk Sensitive Optimal Feedback Control for Haptic Assistance. In: Proc. IEEE ICRA (2012)
Mörtl, A., Lawitzky, M., Küçükyılmaz, A., Sezgin, M., Basdogan, C., Hirche, S.: The Role of Roles: Physical Cooperation between Humans and Robots. Int. J. Robot. Res. (2012) (to appear)
Rosell, J., Vázquez, C., Pérez, A., Iñiguez, P.: Motion Planning for Haptic Guidance. J. Intell. Robotic. Syst. 53(3), 223–245 (2008)
Saaty, T.L.: The Analytic Hierarchy Process. McGraw-Hill International, New York (1980)
Schneider, S., Cannon, R.: Object Impedance Control for Cooperative Manipulation: Theory and Experimental Results. IEEE Trans. Robot. Automat. 8(3), 383–394 (1992)
Sebanz, N., Knoblich, G.: Prediction in Joint Action: What, When, and Where. Topics in Cognitive Science (2), 353–367
Stanczyk, B., Buss, M.: Development of a Telerobotic System for Exploration of Hazardous Environments. In: Proc. IEEE/RSJ IROS, pp. 2532–2537 (2004)
Taïx, M., Flavigné, D.: Motion Planning with interactive devices. In: Proc. IEEE ECMS, pp. 1–6 (2011)
Thobbi, A., Gu, Y., Sheng, W.: Using Human Motion Estimation for Human-Robot Cooperative Manipulation. In: Proc. IEEE/RSJ IROS, pp. 2873–2878 (2011)
Yang, L., LaValle, S.: The Sampling-Based Neighborhood Graph: An Approach to Computing and Executing Feedback Motion Strategies. IEEE Trans. Robot. Automat. 20(3), 419–432 (2004)
Yoshikawa, T., Khatib, O.: Compliant motion control for a humanoid robot in contact with the environment and humans. In: Proc. IEEE/RSJ IROS, pp. 211–218 (2008)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Lawitzky, M., Hernández, J.R.M., Hirche, S. (2013). Rapid Prototyping of Planning, Learning and Control in Physical Human-Robot Interaction. In: Desai, J., Dudek, G., Khatib, O., Kumar, V. (eds) Experimental Robotics. Springer Tracts in Advanced Robotics, vol 88. Springer, Heidelberg. https://doi.org/10.1007/978-3-319-00065-7_6
Download citation
DOI: https://doi.org/10.1007/978-3-319-00065-7_6
Publisher Name: Springer, Heidelberg
Print ISBN: 978-3-319-00064-0
Online ISBN: 978-3-319-00065-7
eBook Packages: EngineeringEngineering (R0)