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Application to Rehabilitation Robotics

For robots and rehabilitation devices alike, leg control often relies on matching motion patterns that have been recorded from human subjects performing the target tasks.  While sufficient for these tasks, such a control approach denies artificial legs the agility and adaptiveness that human legs display in normal locomotion.

The understanding of the interaction between legged dynamics and motor control could trigger more human-like artificial leg behavior.  The strength of the neuromuscular human model introduced in the section on motor control is its reflexive control which auto-adapts to environmental changes by taking advantage of principles underlying legged system dynamics.  Applying this control to artificial legs that interact with amputees or patients should allow these persons a greater agility and adaptiveness in locomotion than current artificial legs provide.

Figure 1

Control of a powered ankle-foot prosthesis that inherits auto-adaptiveness of neuromuscular model

To test this hypothesis, we implemented part of the human model's ankle control on a powered ankle-foot prosthesis.  The prosthesis is one in development by iWalk, LLC, and is a successor to a series of prototypes developed in the Biomechatronics Group at MIT.  For more details on the prosthesis, please follow this link to the MIT Biomechatronics Group.

Figure 2

We found in clinical trials with a transtibial amputee walking on level ground, ramp ascent and ramp descent, that an adaptation in prosthetic ankle work occurred in response to the ground slope, in a manner comparable to intact subjects, without the difficulty of explicit terrain sensing.

Figure 3

The results demonstrate the potential that applying neuromuscular control strategies has to the control of legs in rehabilitation robotics.  But the actuated ankle presents just a first step in that direction.  Future prosthetic and orthotic devices, as well as the legs of spinal cord injured patients, will have to be controlled concerting several joints.  I am interested in developing such articulated leg controls based on neuromuscular control strategies.

More details about this research can be found in

• MF Eilenberg, H Geyer, HM Herr. Control of a Powered Ankle-Foot Prosthesis Based on a Neuromuscular Model. IEEE Trans Neural Syst Rehabil Eng. 18(2): 164-173, 2010.  [PDF]
• HM Herr, H Geyer, MF Eilenberg.  Model-Based Neuromechanical Controller for a Robotic Leg.  US Patent Application 20100324699.  [Ask me for details]
  

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