ArticleJournal of neuroengineering and rehabilitation2018
Biomechanics and energetics of walking in powered ankle exoskeletons using myoelectric control versus mechanically intrinsic control.
Article in Journal of neuroengineering and rehabilitation, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
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Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it, 56 citations in OpenAlex.
- Wearable Ankle Robots in Post-stroke Rehabilitation of Gait: A Systematic Review.Frontiers in neurorobotics · 2019Pooled it
- A Biomimetic Treadmill-Driven Ankle Exoskeleton: A Study in Able-Bodied Individuals.Biomimetics (Basel, Switzerland) · 2025Article
- Neural-enhanced motion-to-EMG: refining simulated muscle activity from musculoskeletal models using a Seq2Seq approach.Frontiers in bioengineering and biotechnology · 2025Article
- Lower limb biomechanics of fully trained exoskeleton users reveal complex mechanisms behind the reductions in energy cost with human-in-the-loop optimization.Frontiers in robotics and AI · 2024Article
- Ankle and Foot Arthroplasty and Prosthesis: A Review on the Current and Upcoming State of Designs and Manufacturing.Micromachines · 2023Review
- Effects of a soft robotic exosuit on the quality and speed of overground walking depends on walking ability after stroke.Journal of neuroengineering and rehabilitation · 2023Article
- Article
- Gait variability of outdoor vs treadmill walking with bilateral robotic ankle exoskeletons under proportional myoelectric control.PloS one · 2023Article
- Machine-learning-based coordination of powered ankle-foot orthosis and functional electrical stimulation for gait control.Frontiers in bioengineering and biotechnology · 2023Article
- Neuromechanical Adaptation to Walking With Electromechanical Ankle Exoskeletons Under Proportional Myoelectric Control.IEEE open journal of engineering in medicine and biology · 2023Article
- Ankle strategy assistance to improve gait stability using controllers based on in-shoe center of pressure in 2 degree-of-freedom powered ankle-foot orthoses: a clinical study.Journal of neuroengineering and rehabilitation · 2022Article
- Application of Wearable Sensors in Actuation and Control of Powered Ankle Exoskeletons: A Comprehensive Review.Sensors (Basel, Switzerland) · 2022Review
- Understanding LSTM Network Behaviour of IMU-Based Locomotion Mode Recognition for Applications in Prostheses and Wearables.Sensors (Basel, Switzerland) · 2021Article
- Walking with a powered ankle-foot orthosis: the effects of actuation timing and stiffness level on healthy users.Journal of neuroengineering and rehabilitation · 2020Article
- The exoskeleton expansion: improving walking and running economy.Journal of neuroengineering and rehabilitation · 2020Review
- Mechanics of walking and running up and downhill: A joint-level perspective to guide design of lower-limb exoskeletons.PloS one · 2020Article
- Evaluation of an acceleration-based assistive strategy to control a back-support exoskeleton for manual material handling.Wearable technologies · 2020Article
- [Development and clinical application of ankle prosthesis].Zhongguo xiu fu chong jian wai ke za zhi = Zhongguo xiufu chongjian waike zazhi = Chinese journal of reparative and reconstructive surgery · 2019Article
- Comparison of the human-exosuit interaction using ankle moment and ankle positive power inspired walking assistance.Journal of biomechanics · 2019Article
- Mobility related physical and functional losses due to aging and disease - a motivation for lower limb exoskeletons.Journal of neuroengineering and rehabilitation · 2019Review
Corrections and comments
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundControllers for assistive robotic devices can be divided into two main categories: controllers using neural signals and controllers using mechanically intrinsic signals. Both approaches are prevalent in research devices, but a direct comparison between the two could provide insight into their relative advantages and disadvantages. We studied subjects walking with robotic ankle exoskeletons using two different control modes: dynamic gain proportional myoelectric control based on soleus muscle activity (neural signal), and timing-based mechanically intrinsic control based on gait events (mechanically intrinsic signal). We hypothesized that subjects would have different measures of metabolic work rate between the two controllers as we predicted subjects would use each controller in a unique manner due to one being dependent on muscle recruitment and the other not.
methodsThe two controllers had the same average actuation signal as we used the control signals from walking with the myoelectric controller to shape the mechanically intrinsic control signal. The difference being the myoelectric controller allowed step-to-step variation in the actuation signals controlled by the user's soleus muscle recruitment while the timing-based controller had the same actuation signal with each step regardless of muscle recruitment.
resultsWe observed no statistically significant difference in metabolic work rate between the two controllers. Subjects walked with 11% less soleus activity during mid and late stance and significantly less peak soleus recruitment when using the timing-based controller than when using the myoelectric controller. While walking with the myoelectric controller, subjects walked with significantly higher average positive and negative total ankle power compared to walking with the timing-based controller.
conclusionsWe interpret the reduced ankle power and muscle activity with the timing-based controller relative to the myoelectric controller to result from greater slacking effects. Subjects were able to be less engaged on a muscle level when using a controller driven by mechanically intrinsic signals than when using a controller driven by neural signals, but this had no affect on their metabolic work rate. These results suggest that the type of controller (neural vs. mechanical) is likely to affect how individuals use robotic exoskeletons for therapeutic rehabilitation or human performance augmentation.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.