Muscle Synergy Alteration of Human During Walking With Lower Limb Exoskeleton

Muscle synergy reflects inherent coordination patterns of muscle groups as the human body finishes required movements. It may be still unknown whether the original muscle synergy of subjects may alter or not when exoskeletons are put on during their normal walking activities. This paper reports experimental results and presents analysis on muscle synergy from 17 able-bodied subjects with and without lower-limb exoskeletons when they performed normal walking tasks. The electromyography (EMG) signals of the tibialis anterior (TA), soleus (SOL), lateral gastrocnemius (GAS), vastus medialis oblique (VMO), vastus lateralis oblique (VLO), biceps femoris (BICE), semitendinosus (SEMI), and rectus femoris (RECT) muscles were extracted to obtain the muscle synergy. The quantitative results show that, when the subjects wore exoskeletons to walk normally, their mean muscle synergy changed from when they walked without exoskeletons. When the subjects walked with and without exoskeletons, statistically significant differences on sub-patterns of the muscles' synergies between the corresponding two groups could be found.

[1]  Emilio Bizzi,et al.  Combinations of muscle synergies in the construction of a natural motor behavior , 2003, Nature Neuroscience.

[2]  Andrea d'Avella,et al.  Matrix factorization algorithms for the identification of muscle synergies: evaluation on simulated and experimental data sets. , 2006, Journal of neurophysiology.

[3]  C. Kinnaird,et al.  Medial Gastrocnemius Myoelectric Control of a Robotic Ankle Exoskeleton , 2009, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[4]  Lilian Fautrelle,et al.  Muscular synergies during motor corrections: Investigation of the latencies of muscle activities , 2010, Behavioural Brain Research.

[5]  Stacie A. Chvatal,et al.  Common muscle synergies for control of center of mass and force in nonstepping and stepping postural behaviors. , 2011, Journal of neurophysiology.

[6]  Nicola Vitiello,et al.  Intention-Based EMG Control for Powered Exoskeletons , 2012, IEEE Transactions on Biomedical Engineering.

[7]  Yoshiaki Hayashi,et al.  An EMG-Based Control for an Upper-Limb Power-Assist Exoskeleton Robot , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[8]  A. Geurts,et al.  Definition dependent properties of the cortical silent period in upper-extremity muscles, a methodological study , 2014, Journal of NeuroEngineering and Rehabilitation.

[9]  Jaap Harlaar,et al.  Synergy of EMG patterns in gait as an objective measure of muscle selectivity in children with spastic cerebral palsy. , 2012, Gait & posture.

[10]  H. Kimura,et al.  Muscle synergy stability and human balance maintenance , 2014, Journal of NeuroEngineering and Rehabilitation.

[11]  Robert Riener,et al.  Control strategies for active lower extremity prosthetics and orthotics: a review , 2015, Journal of NeuroEngineering and Rehabilitation.

[12]  Naji A. Alibeji,et al.  A Muscle Synergy-Inspired Adaptive Control Scheme for a Hybrid Walking Neuroprosthesis , 2015, Front. Bioeng. Biotechnol..

[13]  Zhan Li,et al.  Inverse Estimation of Multiple Muscle Activations From Joint Moment With Muscle Synergy Extraction , 2015, IEEE Journal of Biomedical and Health Informatics.

[14]  Yun Wang,et al.  Muscle synergies in preparation to a step made with obstacle in elderly individuals , 2015, Journal of NeuroEngineering and Rehabilitation.

[15]  Zhan Li,et al.  Muscle synergy analysis of a set of lower extremity movements in quiet standing scenario: A preliminary study , 2016, 2016 IEEE International Conference on Mechatronics and Automation.

[16]  Rachel W Jackson,et al.  Human-in-the-loop optimization of exoskeleton assistance during walking , 2017, Science.

[17]  Katherine M Steele,et al.  Muscle recruitment and coordination with an ankle exoskeleton. , 2017, Journal of biomechanics.

[18]  Dingguo Zhang,et al.  Cooperative Control for A Hybrid Rehabilitation System Combining Functional Electrical Stimulation and Robotic Exoskeleton , 2017, Front. Neurosci..

[19]  Vrajeshri Patel,et al.  Towards a wearable hand exoskeleton with embedded synergies , 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[20]  Kenji Suzuki,et al.  Estimating the lower leg muscle activity from distal biosignals around the ankles , 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[21]  Dingguo Zhang,et al.  Toward Multimodal Human–Robot Interaction to Enhance Active Participation of Users in Gait Rehabilitation , 2017, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[22]  Kai Liu,et al.  Postural synergy based design of exoskeleton robot replicating human arm reaching movements , 2018, Robotics Auton. Syst..

[23]  筋シナジー (Muscle Synergy) , 2018, Journal of Japan Society for Fuzzy Theory and Intelligent Informatics.

[24]  Yoshiyuki Sankai,et al.  Feasibility of Synergy-Based Exoskeleton Robot Control in Hemiplegia , 2018, IEEE Transactions on Neural Systems and Rehabilitation Engineering.