Port-based modeling of human-robot collaboration towards safety-enhancing energy shaping control
Authors
Milad Geravand, Erfan Shahriari, Alessandro De Luca, Angelika Peer
Abstract
While collision detection and contact-related injury reduction in physical human-robot interaction has been studied intensively, safety issues in physical human-robot collaboration (pHRC) with continuous coupling of human and robot(s) has received little attention so far. We develop an energy monitoring control system that observes energy flows among the different subsystems involved in pHRC, shaping them to improve human safety according to selected metrics. Port-Hamiltonian formalisms are used to model each sub-system and their interconnection. An energy-based compliance controller that enhances safety by adapting the robot behavior is proposed and validated through extensive simulations.
Citation
- Journal: 2016 IEEE International Conference on Robotics and Automation (ICRA)
- Year: 2016
- Volume:
- Issue:
- Pages: 3075–3082
- Publisher: IEEE
- DOI: 10.1109/icra.2016.7487473
BibTeX
@inproceedings{Geravand_2016,
title={{Port-based modeling of human-robot collaboration towards safety-enhancing energy shaping control}},
DOI={10.1109/icra.2016.7487473},
booktitle={{2016 IEEE International Conference on Robotics and Automation (ICRA)}},
publisher={IEEE},
author={Geravand, Milad and Shahriari, Erfan and De Luca, Alessandro and Peer, Angelika},
year={2016},
pages={3075--3082}
}
References
- MORITANI, T., NAGATA, A., DEVRIES, H. A. & MURO, M. Critical power as a measure of physical work capacity and anaerobic threshold. Ergonomics 24, 339–350 (1981) – 10.1080/00140138108924856
- HAGBERG, M. Work load and fatigue in repetitive arm elevations. Ergonomics 24, 543–555 (1981) – 10.1080/00140138108924875
- Mair, S. D., Seaber, A. V., Glisson, R. R. & Garrett, W. E., JR. The Role of Fatigue in Susceptibility to Acute Muscle Strain Injury. Am J Sports Med 24, 137–143 (1996) – 10.1177/036354659602400203
- Veiersted, K. B., Westgaard, R. H. & Andersen, P. Pattern of muscle activity during stereotyped work and its relation to muscle pain. Int Arch Occup Environ Health 62, 31–41 (1990) – 10.1007/bf00397846
- Sakurai, T. et al. Detection of Muscle Fatigue by the Surface Electromyogram and Its Application. 2010 IEEE/ACIS 9th International Conference on Computer and Information Science 43–47 (2010) doi:10.1109/icis.2010.130 – 10.1109/icis.2010.130
- Tadele, T. S., de Vries, T. J. A. & Stramigioli, S. Combining energy and power based safety metrics in controller design for domestic robots. 2014 IEEE International Conference on Robotics and Automation (ICRA) (2014) doi:10.1109/icra.2014.6907007 – 10.1109/icra.2014.6907007
- Laffranchi, M., G., N. & G., D. Improving Safety of Human-Robot Interaction Through Energy Regulation Control and Passive Compliant Design. Human Machine Interaction - Getting Closer (2012) doi:10.5772/27781 – 10.5772/27781
- Maschke, B. M., van der Schaft, A. J. & Breedveld, P. C. An intrinsic Hamiltonian formulation of the dynamics of LC-circuits. IEEE Trans. Circuits Syst. I 42, 73–82 (1995) – 10.1109/81.372847
- Eberard, D., Lefevre, L. & Maschke, B. M. Multiscale coupling in heterogeneous diffusion processes : a port-based approach. Proceedings. 2005 International Conference Physics and Control, 2005. 543–547 doi:10.1109/phycon.2005.1514042 – 10.1109/phycon.2005.1514042
- Macchelli, A., Melchiorri, C. & Stramigioli, S. Port-Based Modeling and Simulation of Mechanical Systems With Rigid and Flexible Links. IEEE Trans. Robot. 25, 1016–1029 (2009) – 10.1109/tro.2009.2026504
- Ishikawa, M., Neki, A., Imura, J.-I. & Hara, S. Energy preserving control of a hopping robot based on hybrid port-controlled Hamiltonian modeling. Proceedings of 2003 IEEE Conference on Control Applications, 2003. CCA 2003. vol. 2 1136–1141 – 10.1109/cca.2003.1223170
- Mersha, A. Y., Carloni, R. & Stramigioli, S. Port-based modeling and control of underactuated aerial vehicles. 2011 IEEE International Conference on Robotics and Automation 14–19 (2011) doi:10.1109/icra.2011.5980053 – 10.1109/icra.2011.5980053
- Ficuciello, F., Carloni, R., Visser, L. C. & Stramigioli, S. Port-hamiltonian modeling for soft-finger manipulation. 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems 4281–4286 (2010) doi:10.1109/iros.2010.5650866 – 10.1109/iros.2010.5650866
- duindam, Modeling and Control for Efficient Bipedal Walking Robots (2009)
- Duindam, V., Macchelli, A., Stramigioli, S. & Bruyninckx, H. Modeling and Control of Complex Physical Systems. (Springer Berlin Heidelberg, 2009). doi:10.1007/978-3-642-03196-0 – 10.1007/978-3-642-03196-0
- Dugan, S. A. & Frontera, W. R. Muscle Fatigue and Muscle Injury. Physical Medicine and Rehabilitation Clinics of North America 11, 385–403 (2000) – 10.1016/s1047-9651(18)30135-9
- Yamada, Y., Hirasawa, Y., Huang, S. Y. & Umetani, Y. Fail-safe human/robot contact in the safety space. Proceedings 5th IEEE International Workshop on Robot and Human Communication. RO-MAN’96 TSUKUBA 59–64 doi:10.1109/roman.1996.568748 – 10.1109/roman.1996.568748
- BG/BGIA risk assessment recommendations according to machinery directive: Design of workplaces with collaborative robots. Tech Rep U001/2009e (2011)
- Bicchi, A. & Tonietti, G. Fast and ‘Soft-Arm’ Tactics. IEEE Robot. Automat. Mag. 11, 22–33 (2004) – 10.1109/mra.2004.1310939
- de luca, Integrated control for pHRI: Collision avoidance, detection, reaction and collaboration. Proc of IEEE Int Conf on Biomedical Robotics and Biomechatronics (2012)
- Genaidy, A. M. & Houshyar, A. Biomechanical tolerance limits for manual lifting tasks: a tool to control back injuries. Images of the Twenty-First Century. Proceedings of the Annual International Engineering in Medicine and Biology Society 803–805 doi:10.1109/iembs.1989.95990 – 10.1109/iembs.1989.95990
- Haddadin, S., Albu-Schaffer, A., De Luca, A. & Hirzinger, G. Collision Detection and Reaction: A Contribution to Safe Physical Human-Robot Interaction. 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems 3356–3363 (2008) doi:10.1109/iros.2008.4650764 – 10.1109/iros.2008.4650764
- haddadin, Towards Safe Robots Approaching Asimovs 1st Law (2013)
- Geravand, M., Flacco, F. & De Luca, A. Human-robot physical interaction and collaboration using an industrial robot with a closed control architecture. 2013 IEEE International Conference on Robotics and Automation (2013) doi:10.1109/icra.2013.6631141 – 10.1109/icra.2013.6631141
- Albu‐Schäffer, A. et al. The DLR lightweight robot: design and control concepts for robots in human environments. Industrial Robot: An International Journal 34, 376–385 (2007) – 10.1108/01439910710774386
- Geravand, M. & Peer, A. Safety constrained motion control of mobility assistive robots. 5th IEEE RAS/EMBS International Conference on Biomedical Robotics and Biomechatronics 1073–1078 (2014) doi:10.1109/biorob.2014.6913923 – 10.1109/biorob.2014.6913923
- Albu-Schaffer, A. et al. Soft robotics. IEEE Robot. Automat. Mag. 15, 20–30 (2008) – 10.1109/mra.2008.927979
- macchelli, Port Hamiltonian systems A unified approach for modeling and control finite and infinite dimensional physical systems (2003)
- Diolaiti, N., Melchiorri, C. & Stramigioli, S. Contact impedance estimation for robotic systems. IEEE Trans. Robot. 21, 925–935 (2005) – 10.1109/tro.2005.852261
- secchi, Control of Interactive Roboti Interfaces A Port-Hamiltonian Approach (2007)
- Behrens, R. & Elkmann, N. Study on meaningful and verified Thresholds for minimizing the consequences of human-robot collisions. 2014 IEEE International Conference on Robotics and Automation (ICRA) (2014) doi:10.1109/icra.2014.6907345 – 10.1109/icra.2014.6907345
- Duindam, V. & Stramigioli, S. Modeling the kinematics and dynamics of compliant contact. 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422) vol. 3 4029–4034 – 10.1109/robot.2003.1242216
- Yoganandan, N. et al. Human head-neck biomechanics under axial tension. Medical Engineering & Physics 18, 289–294 (1996) – 10.1016/1350-4533(95)00054-2
- Wood, J. L. Dynamic response of human cranial bone. Journal of Biomechanics 4, 1–12 (1971) – 10.1016/0021-9290(71)90010-8