Octopus-inspired sensorimotor control of a multi-arm soft robot

Soft robots have significant advantages over traditional rigid robots because of their morphological flexibility. However, the use of conventional engineering approaches to control soft robots is difficult, especially to achieve autonomous behaviors. With its completely soft body, the octopus has a rich behavioral repertoire, so it is frequently used as a model in building and controlling soft robots. However, the sensorimotor control strategies in some interesting behaviors of the octopus, such as octopus crawling, remain largely unknown. In this study, we review related biological studies on octopus crawling behavior and propose its sensorimotor control strategy. The proposed strategy is implemented with an echo state network on an octopus-inspired, multi-arm crawling robot. We also demonstrate the control strategy in the robot for autonomous direction and speed control. Finally, the implications of this study are discussed.

[1]  Ian D. Walker,et al.  Soft robotics: Biological inspiration, state of the art, and future research , 2008 .

[2]  J A Mather,et al.  How do octopuses use their arms? , 1998, Journal of comparative psychology.

[3]  Filip Ilievski,et al.  Multigait soft robot , 2011, Proceedings of the National Academy of Sciences.

[4]  L. Munari How the body shapes the way we think — a new view of intelligence , 2009 .

[5]  Tao Li,et al.  Behavior switching using reservoir computing for a soft robotic arm , 2012, 2012 IEEE International Conference on Robotics and Automation.

[6]  Tamar Flash,et al.  Dynamic model of the octopus arm. II. Control of reaching movements. , 2005, Journal of neurophysiology.

[7]  W. Marsden I and J , 2012 .

[8]  Jennifer A. Mather,et al.  How do octopuses use their arms , 1998 .

[9]  Darwin G. Caldwell,et al.  Timing-based control via echo state network for soft robotic arm , 2012, The 2012 International Joint Conference on Neural Networks (IJCNN).

[10]  Herbert Jaeger,et al.  Reservoir computing approaches to recurrent neural network training , 2009, Comput. Sci. Rev..

[11]  Ulrike Griebel,et al.  Octopus arm choice is strongly influenced by eye use , 2006, Behavioural Brain Research.

[12]  Aaas News,et al.  Book Reviews , 1893, Buffalo Medical and Surgical Journal.

[13]  R. Pfeifer,et al.  Self-Organization, Embodiment, and Biologically Inspired Robotics , 2007, Science.

[14]  Paolo Dario,et al.  Design and development of a soft robot with crawling and grasping capabilities , 2012, 2012 IEEE International Conference on Robotics and Automation.

[15]  J. Young,et al.  Multiple matrices in the memory system of Octopus , 1995 .

[16]  M. J. Wells Tactile Discrimination of Surface Curvature and Shape by the Octopus , 1964 .

[17]  Tamar Flash,et al.  Patterns of Motor Activity in the Isolated Nerve Cord of the Octopus Arm , 2006, The Biological Bulletin.

[18]  B. Hochner,et al.  Patterns of Arm Muscle Activation Involved in Octopus Reaching Movements , 1998, The Journal of Neuroscience.

[19]  Ulrike Griebel,et al.  Does Octopus vulgaris have preferred arms? , 2006, Journal of comparative psychology.

[20]  Heinrich M. Jaeger,et al.  Universal robotic gripper based on the jamming of granular material , 2010, Proceedings of the National Academy of Sciences.

[21]  Nikolaos G. Tsagarakis,et al.  An octopus anatomy-inspired robotic arm , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[22]  B. Hochner,et al.  Control of Octopus Arm Extension by a Peripheral Motor Program , 2001, Science.

[23]  B. Hochner,et al.  Octopuses Use a Human-like Strategy to Control Precise Point-to-Point Arm Movements , 2006, Current Biology.

[24]  M. J. Wells,et al.  Proprioception and Visual Discrimination of Orientation in Octopus , 1960 .

[25]  D. Dewsbury,et al.  Octopus: Physiology and behaviour of an advanced invertebrate. , 1978 .

[26]  B. Hochner,et al.  Nonsomatotopic Organization of the Higher Motor Centers in Octopus , 2009, Current Biology.

[27]  D. Newth THE ANATOMY OF THE NERVOUS SYSTEM OF OCTOPUS VULGARIS , 1972 .

[28]  B Mazzolai,et al.  An octopus-bioinspired solution to movement and manipulation for soft robots , 2011, Bioinspiration & biomimetics.

[29]  R. Mishra,et al.  Self-Organization , 2021, Encyclopedic Dictionary of Archaeology.

[30]  Kohei Nakajima,et al.  FROM THE OCTOPUS TO SOFT ROBOTS CONTROL: AN OCTOPUS INSPIRED BEHAVIOR CONTROL ARCHITECTURE FOR SOFT ROBOTS , 2012 .

[31]  R. Full,et al.  Underwater Bipedal Locomotion by Octopuses in Disguise , 2005, Science.