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Fehr KH, Kent JA, Major MJ, Adamczyk PG. Changes in Dynamic Mean Ankle Moment Arm in Unimpaired Walking Across Speeds, Ramps, and Stairs. J Biomech Eng 2024; 146:094501. [PMID: 38581371 DOI: 10.1115/1.4065269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 04/04/2024] [Indexed: 04/08/2024]
Abstract
Understanding the natural biomechanics of walking at different speeds and activities is crucial to develop effective assistive devices for persons with lower-limb impairments. While continuous measures such as joint angle and moment are well-suited for biomimetic control of robotic systems, whole-stride summary metrics are useful for describing changes across behaviors and for designing and controlling passive and semi-active devices. Dynamic mean ankle moment arm (DMAMA) is a whole-stride measure representing the moment arm of the ground reaction impulse about the ankle joint-effectively, how "forefoot-dominated" or "hindfoot-dominated" a movement is. DMAMA was developed as a target and performance metric for semi-active devices that adjust once per stride. However, for implementation in this application, DMAMA must be characterized across various activities in unimpaired individuals. In our study, unimpaired participants walked at "slow," "normal," and "fast" self-selected speeds on level ground and at a normal self-selected speed while ascending and descending stairs and a 5-degree incline ramp. DMAMA measured from these activities displayed a borderline-significant negative sensitivity to walking speed, a significant positive sensitivity to ground incline, and a significant decrease when ascending stairs compared to descending. The data suggested a nonlinear relationship between DMAMA and walking speed; half of the participants had the highest average DMAMA at their "normal" speed. Our findings suggest that DMAMA varies substantially across activities, and thus, matching DMAMA could be a valuable metric to consider when designing biomimetic assistive lower-limb devices.
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Affiliation(s)
- Katherine Heidi Fehr
- Department of Mechanical Engineering, University of Wisconsin-Madison, 1513 University Avenue, Madison, WI 53705
| | - Jenny A Kent
- Department of Physical Therapy, University of Nevada Las Vegas, 4505 S Maryland Pkwy, Las Vegas, NV 89154
| | - Matthew J Major
- Department of Physical Medicine & Rehabilitation, Northwestern University, Chicago, IL 60611; Department of Biomedical Engineering, Northwestern University, Evanston, IL 60208; Jesse Brown Department of Veterans Affairs Medical Center, U.S. Department of Veterans Affairs, 680 N Lake Shore Dr, Suite 1100, Chicago, IL 60611
| | - Peter Gabriel Adamczyk
- Department of Mechanical Engineering, University of Wisconsin-Madison, 1513 University Ave., Rm. 3039, Madison, WI 53705
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Rogers-Bradley E, Yeon SH, Landis C, Lee DRC, Herr HM. Variable-stiffness prosthesis improves biomechanics of walking across speeds compared to a passive device. Sci Rep 2024; 14:16521. [PMID: 39019986 PMCID: PMC11255255 DOI: 10.1038/s41598-024-67230-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 07/09/2024] [Indexed: 07/19/2024] Open
Abstract
Ankle push-off power plays an important role in healthy walking, contributing to center-of-mass acceleration, swing leg dynamics, and accounting for 45% of total leg power. The majority of existing passive energy storage and return prostheses for people with below-knee (transtibial) amputation are stiffer than the biological ankle, particularly at slower walking speeds. Additionally, passive devices provide insufficient levels of energy return and push-off power, negatively impacting biomechanics of gait. Here, we present a clinical study evaluating the kinematics and kinetics of walking with a microprocessor-controlled, variable-stiffness ankle-foot prosthesis (945 g) compared to a standard low-mass passive prosthesis (Ottobock Taleo, 463 g) with 7 study participants having unilateral transtibial amputation. By modulating prosthesis stiffness under computer control across walking speeds, we demonstrate that there exists a stiffness that increases prosthetic-side energy return, peak power, and center-of-mass push-off work, and decreases contralateral limb peak ground reaction force compared to the standard passive prosthesis across all evaluated walking speeds. We demonstrate a significant increase in center-of-mass push-off work of 26.1%, 26.2%, 29.6% and 29.9% at 0.75 m/s, 1.0 m/s, 1.25 m/s, and 1.5 m/s, respectively, and a significant decrease in contralateral limb ground reaction force of 3.1%, 3.9%, and 3.2% at 1.0 m/s, 1.25 m/s, and 1.5 m/s, respectively. This study demonstrates the potential for a quasi-passive microprocessor-controlled variable-stiffness prosthesis to increase push-off power and energy return during gait at a range of walking speeds compared to a passive device of a fixed stiffness.
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Affiliation(s)
- Emily Rogers-Bradley
- K. Lisa Yang Center for Bionics, Massachusetts Institute of Technology, Cambridge, 02139, USA
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, 02139, USA
- Department of Mechanical and Manufacturing Engineering, University of Calgary, Calgary, T2N 1N4, Canada
| | - Seong Ho Yeon
- K. Lisa Yang Center for Bionics, Massachusetts Institute of Technology, Cambridge, 02139, USA
- Media Lab, Massachusetts Institute of Technology, Cambridge, 02142, USA
| | - Christian Landis
- K. Lisa Yang Center for Bionics, Massachusetts Institute of Technology, Cambridge, 02139, USA
- Media Lab, Massachusetts Institute of Technology, Cambridge, 02142, USA
| | - Duncan R C Lee
- K. Lisa Yang Center for Bionics, Massachusetts Institute of Technology, Cambridge, 02139, USA
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, 02139, USA
| | - Hugh M Herr
- K. Lisa Yang Center for Bionics, Massachusetts Institute of Technology, Cambridge, 02139, USA.
- Media Lab, Massachusetts Institute of Technology, Cambridge, 02142, USA.
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Ármannsdóttir AL, Lecomte C, Lemaire E, Brynjólfsson S, Briem K. Perceptions and biomechanical effects of varying prosthetic ankle stiffness during uphill walking: A case series. Gait Posture 2024; 108:354-360. [PMID: 38227995 DOI: 10.1016/j.gaitpost.2024.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Revised: 12/28/2023] [Accepted: 01/02/2024] [Indexed: 01/18/2024]
Abstract
BACKGROUND Prosthetic foot stiffness, which is typically invariable for commercially available prosthetic feet, needs to be considered when prescribing a prosthetic foot. While a biological foot adapts its function according to the movement task, an individual with lower limb amputation may be limited during more functionally demanding gait tasks by their conventional energy storing and return prosthetic foot. RESEARCH QUESTION How do changes in prosthetic foot stiffness during incline walking affect biomechanical measures as well as perception of participants. METHODS Kinetic and kinematic data were collected during incline walking, for five participants with trans-tibial amputation. A mixed model analysis of variance was used to analyse the effects of changing the stiffness during incline walking, using a novel variable-stiffness unit built on a commercially available prosthetic foot. Biomechanical results were also analysed on an individual level alongside the participant feedback, for a better understanding of the various strategies and perceptions exhibited during incline walking. RESULTS Statistically significant effects were only observed on the biomechanical parameters directly related to prosthetic ankle kinematics and kinetics (i.e., peak prosthetic ankle dorsiflexion, peak prosthetic ankle power, dynamic joint stiffness during controlled dorsiflexion). Participant perception during walking was affected by changes in stiffness. Individual analyses revealed varied perceptions and varied biomechanical responses among participants. SIGNIFICANCE While changes in prosthesis mechanical properties influenced the amputee's experience, minimal immediate effects were found with the overall gait pattern. The reported inter-participant variability may be due to the person's physical characteristics or habitual gait pattern, which may influence prosthesis function. The ability to vary prosthetic foot stiffness during the assessment phase of setting up a prosthesis could provide useful information to guide selection of the appropriate prosthetic device for acceptable performance across a range of activities.
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Affiliation(s)
- Anna Lára Ármannsdóttir
- Research Centre of Movement Science, University of Iceland, Reykjavík, Iceland; Össur hf., Grjótháls 5, 110 Reykjavik, Iceland.
| | - Christophe Lecomte
- Faculty of Industrial Engineering, Mechanical Engineering and Computer Science, School of Engineering and Natural Sciences, University of Iceland, Reykjavík, Iceland; Össur hf., Grjótháls 5, 110 Reykjavik, Iceland
| | - Edward Lemaire
- Faculty of Medicine, University of Ottawa, Ottawa, Canada
| | - Sigurður Brynjólfsson
- Faculty of Industrial Engineering, Mechanical Engineering and Computer Science, School of Engineering and Natural Sciences, University of Iceland, Reykjavík, Iceland
| | - Kristín Briem
- Research Centre of Movement Science, University of Iceland, Reykjavík, Iceland
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Evrard J, Heremans F, Ronsse R. On the Usability of Polymer-Based Artificial Tendons for Elastic Energy Storage in Active Ankle Prostheses. IEEE Int Conf Rehabil Robot 2023; 2023:1-6. [PMID: 37941222 DOI: 10.1109/icorr58425.2023.10304699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2023]
Abstract
In the recent past, the development of lower-limb prostheses has taken a new turn with the emergence of active systems. However, their intrinsic wearable nature induces strict requirements regarding weight and encumbrance. In order to reduce the load - and thus the bulkiness - of their active part, several prototypes leverage the concept of compliant actuation, consisting in including an elastic element in parallel and/or in series with the actuator. In this paper, we explore the usability of polymer compliant ropes placed in parallel with the actuator of an ankle prosthesis. Ropes are intrinsically light and compact, and thus offer several advantages as compared to more traditional coil or leaf springs. Polymer materials were selected for their high energy density and yield strength. We conducted a set of experimental tests with several ropes, pretension levels, and periodic loading profiles. Results show that polymer-based ropes have a high potential for ankle assistance devices, since they can store the required energy in a low volume. However, further research should be conducted to improve their efficiency, since we estimated that only about 50% of the stored energy can be released, with few variations as a function of the rope preconditioning and loading profile.
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Nichols KM, Adamczyk PG. Sensitivity of lower-limb joint mechanics to prosthetic forefoot stiffness with a variable stiffness foot in level-ground walking. J Biomech 2023; 147:111436. [PMID: 36701959 PMCID: PMC11286132 DOI: 10.1016/j.jbiomech.2023.111436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 12/14/2022] [Accepted: 01/04/2023] [Indexed: 01/15/2023]
Abstract
This paper presents the effectsof the Variable Stiffness Foot (VSF) on lower-limb joint mechanics in level-ground walking. Persons with transtibial amputations use lower-limb prostheses to restore level-ground walking, and foot stiffness and geometry have been shown to be the main factors for evaluating foot prostheses. Previous studies have validated the semi-active and stiffness modulation capabilities of the VSF. The core aim of this study is to investigate the mechanical effects of adjusting stiffness on knee and ankle mechanics for prosthetic users wearing the VSF. For this study, seven human participants walked with three different stiffnesses (compliant, medium, stiff) of the VSF across two force plates in a motion capture lab. Linear mixed models were utilized to estimate the significance and coefficients of determinations for the regression of stiffness on several biomechanical metrics. A stiffer VSF led to decreased ankle dorsiflexion angle (p < 0.0001, r2 = 0.90), increased ankle plantarflexor moment (p = 0.016, r2 = 0.40), increased knee extension (p = 0.021, r2 = 0.37), increased knee flexor moment (p = 0.0007, r2 = 0.63), and decreased magnitudes of prosthetic energy storage (p < 0.0001, r2 = 0.90), energy return (p = 0.0003, r2 = 0.67), and power (p < 0.0001, r2 = 0.74). These results imply lower ankle, knee, and hip moments, and more ankle angle range of motion using a less stiff VSF, which may be advantageous to persons walking with lower-limb prostheses. Responsive modulation of the VSF stiffness, according to these findings, could help overcome gait deviations associated with different slopes, terrain characteristics, or footwear.
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Affiliation(s)
- Kieran M Nichols
- University of Wisconsin-Madison Department of Mechanical Engineering, Room 3034, Mechanical Engineering Building, 1513 University Ave., Madison, WI 53706-1539, United States.
| | - Peter G Adamczyk
- University of Wisconsin-Madison Department of Mechanical Engineering, Room 3039, Mechanical Engineering Building, 1513 University Ave., Madison, WI 53706-1539, United States.
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Tran M, Gabert L, Hood S, Lenzi T. A lightweight robotic leg prosthesis replicating the biomechanics of the knee, ankle, and toe joint. Sci Robot 2022; 7:eabo3996. [PMID: 36417500 PMCID: PMC9894662 DOI: 10.1126/scirobotics.abo3996] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Robotic leg prostheses promise to improve the mobility and quality of life of millions of individuals with lower-limb amputations by imitating the biomechanics of the missing biological leg. Unfortunately, existing powered prostheses are much heavier and bigger and have shorter battery life than conventional passive prostheses, severely limiting their clinical viability and utility in the daily life of amputees. Here, we present a robotic leg prosthesis that replicates the key biomechanical functions of the biological knee, ankle, and toe in the sagittal plane while matching the weight, size, and battery life of conventional microprocessor-controlled prostheses. The powered knee joint uses a unique torque-sensitive mechanism combining the benefits of elastic actuators with that of variable transmissions. A single actuator powers the ankle and toe joints through a compliant, underactuated mechanism. Because the biological toe dissipates energy while the biological ankle injects energy into the gait cycle, this underactuated system regenerates substantial mechanical energy and replicates the key biomechanical functions of the ankle/foot complex during walking. A compact prosthesis frame encloses all mechanical and electrical components for increased robustness and efficiency. Preclinical tests with three individuals with above-knee amputation show that the proposed robotic leg prosthesis allows for common ambulation activities with close to normative kinematics and kinetics. Using an optional passive mode, users can walk on level ground indefinitely without charging the battery, which has not been shown with any other powered or microprocessor-controlled prostheses. A prosthesis with these characteristics has the potential to improve real-world mobility in individuals with above-knee amputation.
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Affiliation(s)
- Minh Tran
- Department of Mechanical Engineering and Robotics Center, University of Utah, Salt Lake City, UT, USA
| | - Lukas Gabert
- Department of Mechanical Engineering and Robotics Center, University of Utah, Salt Lake City, UT, USA
| | - Sarah Hood
- Department of Mechanical Engineering and Robotics Center, University of Utah, Salt Lake City, UT, USA
| | - Tommaso Lenzi
- Department of Mechanical Engineering and Robotics Center, University of Utah, Salt Lake City, UT, USA,Corresponding author.
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The Functionality Verification through Pilot Human Subject Testing of MyFlex-δ: An ESR Foot Prosthesis with Spherical Ankle Joint. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12094575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Most biomechanical research has focused on level-ground walking giving less attention to other conditions. As a result, most lower limb prosthesis studies have focused on sagittal plane movements. In this paper, an ESR foot is presented, of which five different stiffnesses were optimized for as many weight categories of users. It is characterized by a spherical ankle joint, with which, combined with the elastic elements, the authors wanted to create a prosthesis that gives the desired stiffness in the sagittal plane but at the same time, gives flexibility in the other planes to allow the adaptation of the foot prosthesis to the ground conditions. The ESR foot was preliminarily tested by participants with transfemoral amputation. After a brief familiarization with the device, each participant was asked to wear markers and to walk on a sensorized treadmill to measure their kinematics and kinetics. Then, each participant was asked to leave feedback via an evaluation questionnaire. The measurements and feedback allowed us to evaluate the performance of the prosthesis quantitatively and qualitatively. Although there were no significant improvements on the symmetry of the gait, due also to very limited familiarization time, the participants perceived an improvement brought by the spherical ankle joint.
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Anil Kumar N, Patrick S, Hong W, Hur P. Control Framework for Sloped Walking With a Powered Transfemoral Prosthesis. Front Neurorobot 2022; 15:790060. [PMID: 35087389 PMCID: PMC8786733 DOI: 10.3389/fnbot.2021.790060] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Accepted: 12/06/2021] [Indexed: 11/30/2022] Open
Abstract
User customization of a lower-limb powered Prosthesis controller remains a challenge to this date. Controllers adopting impedance control strategies mandate tedious tuning for every joint, terrain condition, and user. Moreover, no relationship is known to exist between the joint control parameters and the slope condition. We present a control framework composed of impedance control and trajectory tracking, with the transitioning between the two strategies facilitated by Bezier curves. The impedance (stiffness and damping) functions vary as polynomials during the stance phase for both the knee and ankle. These functions were derived through least squares optimization with healthy human sloped walking data. The functions derived for each slope condition were simplified using principal component analysis. The weights of the resulting basis functions were found to obey monotonic trends within upslope and downslope walking, proving the existence of a relationship between the joint parameter functions and the slope angle. Using these trends, one can now design a controller for any given slope angle. Amputee and able-bodied walking trials with a powered transfemoral prosthesis revealed the controller to generate a healthy human gait. The observed kinematic and kinetic trends with the slope angle were similar to those found in healthy walking.
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Affiliation(s)
- Namita Anil Kumar
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, United States
| | - Shawanee Patrick
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, United States
| | - Woolim Hong
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, United States
| | - Pilwon Hur
- Department of Mechanical Engineering, Gwangju Institute of Science and Technology, Gwangju, South Korea
- *Correspondence: Pilwon Hur
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Bonnet X, Villa C, Loiret I, Lavaste F, Pillet H. Distribution of joint work during walking on slopes among persons with transfemoral amputation. J Biomech 2021; 129:110843. [PMID: 34773834 DOI: 10.1016/j.jbiomech.2021.110843] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 09/27/2021] [Accepted: 10/20/2021] [Indexed: 11/24/2022]
Abstract
Persons with above-knee amputation have increased energy consumption and greater difficulty in negotiating uphill and downhill slopes. Walking on slopes requires an adaptation of the positive and negative work performed by the joints of the lower limb to propel the center of mass. Modern prosthetic feet and knees can only partially adapt to changes in inclination, and the redistribution of joint work among persons with above-knee amputation is not described in the literature. Level, upslope and downslope walking (at 5% and 12% inclinations) were investigated for twelve subjects with transfemoral amputation fitted with an Energy Storing And Return foot (ESAR) and a Microprocessor controlled Prosthetic Knee (MPK) versus a control group of seventeen asymptomatic subjects. Lower limb joint and individual limb power and work were compared between prosthetic, contralateral and control limbs. The prosthesis dissipates less energy than the joints of the lower limb of the control group when descending the slope, but the demand on the contralateral limb is limited by a lower speed and step length. The huge deficit of positive work produced by the prosthetic ankle cannot be compensated by the residual hip during level and slope ascent which transfers the demand for energy production to the contralateral limb up to 40% on a 12% slope. This study highlights that prosthetic devices (ESAR foot and MPK) for persons with above-knee amputation present some limitations during slope walking that cannot be compensated by the residual hip and increase the work performed by the contralateral limb.
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Affiliation(s)
- Xavier Bonnet
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers Sciences et Technologies, Paris, France.
| | - Coralie Villa
- Institution Nationale des Invalides, Centre d'Etude et de Recherche sur l'Appareillage des Handicapés, Creteil, France
| | - Isabelle Loiret
- Centre de médecine physique et de réadaptation Louis Pierquin IRR-UGECAM, Nord-Est 54042 Nancy Cedex, France
| | - François Lavaste
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers Sciences et Technologies, Paris, France
| | - Helene Pillet
- Institut de Biomécanique Humaine Georges Charpak, Arts et Métiers Sciences et Technologies, Paris, France
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Ármannsdóttir AL, Lecomte C, Brynjólfsson S, Briem K. Task dependent changes in mechanical and biomechanical measures result from manipulating stiffness settings in a prosthetic foot. Clin Biomech (Bristol, Avon) 2021; 89:105476. [PMID: 34517194 DOI: 10.1016/j.clinbiomech.2021.105476] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 08/28/2021] [Accepted: 09/03/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Adaptation of lower limb function to different gait tasks is inherently not as effective among individuals with lower limb amputation as compared to able-bodied individuals. Varying stiffness of a prosthetic foot may be a way of facilitating gait tasks that require larger ankle joint range of motion. METHODS Three stiffness settings of a novel prosthetic foot design were tested for level walking at three speeds as well as for 7,5° incline and decline walking. Outcome measures, describing ankle range of motion and ankle dynamic joint stiffness were contrasted across the three stiffness settings. Standardized mechanical tests were done for the hindfoot and forefoot. FINDINGS Dorsiflexion angle was incrementally increased with a softer foot and a faster walking speed / higher degree of slope. The concurrent dynamic joint stiffness exhibited a less systematic change, especially during INCLINE and DECLINE walking. The small difference seen between the stiffness settings for hindfoot loading limits analysis for the effects of stiffness during weight acceptance, however, a stiffer foot significantly restricted plantarflexion during DECLINE. INTERPRETATIONS Varying stiffness settings within a prosthetic foot does have an effect on prosthetic foot dynamics, and differences are task dependent, specifically in parameters involving kinetic attributes. When considering the need for increased ankle range of motion while performing more demanding gait tasks, a foot that allows the users themselves to adjust stiffness according to the task at hand may be of benefit for active individuals, possibly enhancing the user's satisfaction and comfort during various daily activities.
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Affiliation(s)
- Anna L Ármannsdóttir
- Research Centre of Movement Science, University of Iceland, Sæmundargata 2, 102 Reykjavík, Iceland.
| | - Christophe Lecomte
- Faculty of Industrial Engineering, Mechanical Engineering and Computer Science, School of Engineering and Natural Sciences, University of Iceland, Sæmundargata 2, 102 Reykjavík, Iceland; Össur hf., Grjótháls 5, 110 Reykjavik, Iceland
| | | | - Kristín Briem
- Research Centre of Movement Science, University of Iceland, Sæmundargata 2, 102 Reykjavík, Iceland
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Leestma JK, Fehr KH, Adamczyk PG. Adapting Semi-Active Prostheses to Real-World Movements: Sensing and Controlling the Dynamic Mean Ankle Moment Arm with a Variable-Stiffness Foot on Ramps and Stairs. SENSORS (BASEL, SWITZERLAND) 2021; 21:6009. [PMID: 34577219 PMCID: PMC8468528 DOI: 10.3390/s21186009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/30/2021] [Accepted: 08/31/2021] [Indexed: 11/16/2022]
Abstract
(1) Background: Semi-active prosthetic feet can provide adaptation in different circumstances, enabling greater function with less weight and complexity than fully powered prostheses. However, determining how to control semi-active devices is still a challenge. The dynamic mean ankle moment arm (DMAMA) provides a suitable biomechanical metric, as its simplicity matches that of a semi-active device. However, it is unknown how stiffness and locomotion modes affect DMAMA, which is necessary to create closed-loop controllers for semi-active devices. In this work, we develop a method to use only a prosthesis-embedded load sensor to measure DMAMA and classify locomotion modes, with the goal of achieving mode-dependent, closed-loop control of DMAMA using a variable-stiffness prosthesis. We study how stiffness and ground incline affect the DMAMA, and we establish the feasibility of classifying locomotion modes based exclusively on the load sensor. (2) Methods: Human subjects walked on level ground, ramps, and stairs while wearing a variable-stiffness prosthesis in low-, medium-, and high-stiffness settings. We computed DMAMA from sagittal load sensor data and prosthesis geometric measurements. We used linear mixed-effects models to determine subject-independent and subject-dependent sensitivity of DMAMA to incline and stiffness. We also used a machine learning model to classify locomotion modes using only the load sensor. (3) Results: We found a positive linear sensitivity of DMAMA to stiffness on ramps and level ground. Additionally, we found a positive linear sensitivity of DMAMA to ground slope in the low- and medium-stiffness conditions and a negative interaction effect between slope and stiffness. Considerable variability suggests that applications of DMAMA as a control input should look at the running average over several strides. To examine the efficacy of real-time DMAMA-based control systems, we used a machine learning model to classify locomotion modes using only the load sensor. The classifier achieved over 95% accuracy. (4) Conclusions: Based on these findings, DMAMA has potential for use as a closed-loop control input to adapt semi-active prostheses to different locomotion modes.
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Affiliation(s)
- Jennifer K. Leestma
- Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA; (K.H.F.); (P.G.A.)
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
- Institute for Robotics and Intelligent Machines, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Katherine Heidi Fehr
- Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA; (K.H.F.); (P.G.A.)
| | - Peter G. Adamczyk
- Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA; (K.H.F.); (P.G.A.)
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