An interventional study of A zero impedance mode, controlling a wearable bilateral hip exoskeleton and A personalized optimal assistance mode, controlling a wearable bilateral hip exoskeleton in Stroke, sponsored by North Carolina State University. Recruiting at 1 site in United States. Open to participants aged 18 Years to 64 Years, including healthy volunteers. Per ClinicalTrials.gov, last updated 2023-12-20.
Sponsored by North Carolina State University · Not applicable, Interventional, and Treatment
Robotic lower limb exoskeletons aim to improve or augment limb functions. Automatic modulation of robotic assistance is very important because it can increase the assistive outcomes and guarantee safety when using exoskeletons.
However, this automatic assistance adjustment is challenging due to person-to-person and day-to-day variations, as well as the time-varying complex human-machine-interaction forces. In recent years, human-in-the-loop optimization methods have been investigated to reduce participants' metabolic costs by providing personalized assistance from robotic exoskeletons. However, metabolic cost measure is noisy and the experimental protocol is usually relatively long. In addition, the influence of exoskeleton control on this human state in terms of energetic cost is unclear and indirect. More importantly, the optimization by reducing metabolic cost is found to affect human gait patterns and cause undesired outcomes. In this study, new evaluation measures other than metabolic cost will be investigated to optimize the assistance from a powered hip exoskeleton based on a reinforcement learning method. It is hypothesized that the new reinforcement learning-based optimal control approach will produce personalized torque assistance, reduce human volitional effort, and improve balance and other performance during walking tasks. Both participants without and with neurological disorders will be included in this study.
This research is primarily being done in the NCSU/UNC Joint Department of Biomedical Engineering at North Carolina State University (NCSU) and is also collaborated with the University of North Carolina at Chapel Hill (UNC-Chapel Hill). NCSU will have the following roles in this study: (1) new research and development of controls algorithms, (2) conducting experiments, (3) recruitment, (4) data collection, (5) the consent process, (6) handling identifiable information (consent paperwork, photos and videos with the subject's face). Dr. Michael Lewek at UNC-Chapel Hill (also serves as a physical therapist in this study) will be involved in recruitment, physical exam, screening, consent process, and experimental procedures related to persons with stroke.
The study will include a total of 100 participants. Out of 100 participants, 80 participants with no neurological or other health concerns will be recruited while 20 participants affected by chronic paretic stroke will be recruited. Participants with no neurological conditions will be approached through flyers. Once a participant contacts the researchers expressing interest, the eligibility will be assessed through screening questions. In order to recruit participants affected by paretic stroke, we will be reaching out to support groups to spread awareness about our research study and sharing contact details for interested participants to contact us. Flyers will be distributed to support group organizers who will share them with their groups. The initial eligibility will be assessed through the screening questionnaire. If the participant is found to be eligible, a physician will be asked to perform an evaluation and provide clearance for the participant to be a part of the study. The physician evaluation and clearance form have been provided in the documentation.
Once the suitability of the subject is established, the consent form is sent to the participants, and the goals, procedures, and considerations of the study are explained. Additionally, the covid policies, expectations,s and screening procedures are explained. If the subject expressing interest is a part of the stroke subject group, a physical evaluation would be performed by a physician to ascertain the eligibility for the experiment. A physical evaluation form is provided to the physician with a paid return envelope if the physician's office cannot send the evaluation online. The fees for the evaluation are not covered by the research and that information is conveyed to the participants at the time of recruitment as well as in the consent forms.
The following trial will be performed: Set up trials, baseline evaluation trials, walking tuning trials, and final evaluation trials. A maximum of 10 trials will be performed in session.
North Carolina State University is the lead sponsor of 26 studies on the registry; 11 are open to participants now.
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Inclusion Criteria for non-neurologically affected populations:
Exclusion Criteria for non-neurologically affected populations:
Inclusion Criteria for subjects who suffered a stroke:
Exclusion Criteria for subjects who suffered a stroke:
Individuals without any neurological disorders will be recruited (Group A). Usually, participants from this group are able to walk normally on different terrains and at multiple typical walking speeds.
Other: A zero impedance mode, controlling a wearable bilateral hip exoskeleton · Other: A personalized optimal assistance mode, controlling a wearable bilateral hip exoskeleton · Other: A free walking mode, without wearing a wearable bilateral hip exoskeleton
Individuals with paretic stroke will be recruited (Group S). Usually, participants from this group have limited hip joint motion of range, weakened hip joint flexion or extension, or both flexion and extension functionalities, but they can also walk independently.
Other: A zero impedance mode, controlling a wearable bilateral hip exoskeleton · Other: A personalized optimal assistance mode, controlling a wearable bilateral hip exoskeleton · Other: A free walking mode, without wearing a wearable bilateral hip exoskeleton
The bilateral hip exoskeleton has two degrees of freedom to enable the hip joint extension and flexion movement on both left and right sides. The zero impedance mode will not provide any assistance or resistance to the hip joints.
The personalized optimal assistance mode includes both individualized hip flexion and hip extension assistance, which is determined by using the reinforcement learning-based automatic control parameters tuning during walking tasks. Therefore, the personalized optimal assistance will be able to improve the walking gait performance and reduce the energetic consumption.
The free walking mode will not include the usage of the wearable bilateral hip exoskeleton, and the human walking subjects will conduct pure natural walking tasks.
Human lower limb joints angular position
The investigators will measure the angular position \[rad\] on the left and right hip joints by using the embedded incremental encoders that are installed on the hip exoskeleton. The investigators will measure the angular position \[rad\] on the left and right knee and ankle joints using the motion capture system containing the 3-dimensional coordinates of reflective markers.
Time frame: Through study completion, an average of 55 months.
Human lower limb joints angular velocity
The investigators will measure the angular velocity \[rad/sec\] on the left and right hip joints by using the embedded incremental encoders that are installed on the hip exoskeleton. The investigators will measure the angular velocity \[rad/sec\] on the left and right knee and ankle joints using the motion capture system containing the 3-dimensional coordinates of reflective markers. The calculation of the angular velocity is the time-derivative of the angular position in the unit of \[mm\].
Time frame: Through study completion, an average of 55 months.
Human walking stride length
The investigators will measure the walking stride length \[mm\] of the left and right legs using the motion capture system containing the 3-dimensional coordinates of reflective markers on each foot.
Time frame: Through study completion, an average of 55 months.
Human walking symmetry
The investigators will calculate the gait symmetry (normalized value between -1 and 1) based on the measurements of left and right stride length \[mm\].
Time frame: Through study completion, an average of 55 months.
Human lower limb joints torque
The investigators will measure the biological joint torque \[Nm\] on each joint of the lower extremities. The investigators will measure the assistance torque \[Nm\] from the hip exoskeleton.
Time frame: Through study completion, an average of 55 months.
Human lower limb joints power
The investigators will measure the biological joint power \[W\] on each joint of the lower extremities. The investigators will measure the assistance power \[W\] from the hip exoskeleton.
Time frame: Through study completion, an average of 55 months.
Human lower limb muscles activity
The investigator will measure the lower limb muscle activity (muscle electrical signal in the unit of volts) \[V\] by using seven-channel surface electromyography sensors on both left and right legs, including one on the lower hip, two on the back thigh, two on the front thigh, one on the front shank, and one on the back shank.
Time frame: Through study completion, an average of 55 months.
Human walking energy expenditure
The investigators will measure the oxygen consumption \[mm\^3/min\] and carbon dioxide generation \[mm\^3/min\] during the walking experiments by using the wearable mask-type breath sensor. The calculation of the measure of oxygen consumption and carbon dioxide generation is the averaged value among a certain amount of time in the unit of minutes.
Time frame: Through study completion, an average of 55 months.
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