Running into a trap: Numerical design of task-optimal preflex behaviors for delayed disturbance responses

作者: Mikhail Jones , Monica Daley , Jonathan Hurst , Johnathan Van Why , Christian Hubicki

DOI: 10.1109/IROS.2014.6942908

关键词:

摘要: Abstract: Legged robots enjoy kilohertz control rates but are still making incremental gains towards becoming as nimble animals. In contrast, bipedal animals amazingly robust runners despite lagged state feedback from protracted neuromechanical delays. Based on evidence biological experiments, we posit that much of disturbance rejection can be offloaded and encoded into feed-forward pre-reflexive behaviors called preflexes. We present a framework for the offline numerical generation preflex to optimally stabilize legged locomotion tasks in presence response By coupling directly collocated trajectory optimizations, optimize preflexive motion simple running model recover uncertain terrain geometry using minimal actuator work. simulation, optimized maneuver showed 30-77% economy improvements over level-ground strategy when responding deviating just 2-4cm nominal condition. claim this “preflex-and-replan” designing efficient gaits is amenable variety extensible arbitrary tasks.

参考文章(25)
Ruta Desai, Hartmut Geyer, Muscle-reflex control of robust swing leg placement international conference on robotics and automation. pp. 2169- 2174 ,(2013) , 10.1109/ICRA.2013.6630868
Philip E. Gill, Walter Murray, Michael A. Saunders, SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization SIAM Review. ,vol. 47, pp. 99- 131 ,(2005) , 10.1137/S0036144504446096
Katie Byl, Russ Tedrake, Metastable Walking Machines The International Journal of Robotics Research. ,vol. 28, pp. 1040- 1064 ,(2009) , 10.1177/0278364909340446
Philip Holmes, Robert J. Full, Dan Koditschek, John Guckenheimer, The Dynamics of Legged Locomotion: Models, Analyses, and Challenges SIAM Review. ,vol. 48, pp. 207- 304 ,(2006) , 10.1137/S0036144504445133
M. A. Daley, A. A. Biewener, Running over rough terrain reveals limb control for intrinsic stability Proceedings of the National Academy of Sciences of the United States of America. ,vol. 103, pp. 15681- 15686 ,(2006) , 10.1073/PNAS.0601473103
O. von Stryk, R. Bulirsch, Direct and indirect methods for trajectory optimization Annals of Operations Research. ,vol. 37, pp. 357- 373 ,(1992) , 10.1007/BF02071065
Tom Erez, Kendall Lowrey, Yuval Tassa, Vikash Kumar, Svetoslav Kolev, Emanuel Todorov, An integrated system for real-time model predictive control of humanoid robots ieee-ras international conference on humanoid robots. pp. 292- 299 ,(2013) , 10.1109/HUMANOIDS.2013.7029990
Ian R Manchester, Uwe Mettin, Fumiya Iida, Russ Tedrake, Stable dynamic walking over uneven terrain The International Journal of Robotics Research. ,vol. 30, pp. 265- 279 ,(2011) , 10.1177/0278364910395339
Ben Andrews, Bruce Miller, John Schmitt, Jonathan E Clark, Running over unknown rough terrain with a one-legged planar robot. Bioinspiration & Biomimetics. ,vol. 6, pp. 026009- ,(2011) , 10.1088/1748-3182/6/2/026009
Katja D. Mombaur, Richard W. Longman, Hans Georg Bock, Johannes P. Schlöder, Open-loop stable running Robotica. ,vol. 23, pp. 21- 33 ,(2005) , 10.1017/S026357470400058X