Fuzzy Control of a Magnetorheological Damper in a Transfemoral Prosthesis: Modeling, Implementation, and Experimental Validation

Passive and fixed-damping transfemoral prostheses cannot adapt their resistance to the phase-dependent demands of human gait, and microprocessor-controlled commercial knees remain out of reach for most amputees. We present a fuzzy logic controller that modulates a magnetorheological (MR) damper directly from gait phase and knee joint angle, since linear state-feedback and discrete PI designs are valid only at a single linearization point and require retuning across the gait cycle. The controller is formalized as a fuzzy-basis-function expansion with established coverage and Lipschitz continuity; the universal-approximation property of Mamdani systems grounds fuzzy logic theoretically but does not certify this 8-rule controller’s performance, established empirically instead. A dissipativity-based Lyapunov argument and a numerical sweep establish local closed-loop stability and bounded, rate-limited actuation. The damper couples to the knee through a shaft–bearing–housing assembly sized by free-body and Goodman fatigue analysis and verified by finite-element analysis, with the control pipeline embedded on an ESP32 microcontroller in a 2 kg prototype, corresponding to Technology Readiness Level (TRL) 5–6. In a single-subject case study with one transfemoral amputee, the controller achieved the lowest mean RMSE (0.0557 over three trials) against a non-disabled gait reference among five compared conditions, improving on the best fixed voltage by 20.2% and a passive prosthesis by 6.8×; these are single-subject feasibility results, not a claim of generalizable performance.

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Publication Details

Journal
Technologies
Published
2026-09-01
DOI
https://doi.org/10.3390/technologies14090541
Primary Topic
Prosthetics and Rehabilitation Robotics
Type
article
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article

Fuzzy Control of a Magnetorheological Damper in a Transfemoral Prosthesis: Modeling, Implementation, and Experimental Validation

César Hernando Valencia Niño, Jorge Guillermo Díaz-Rodríguez, Sebastian Muñoz-Vásquez, Zuly Alexandra Mora P. et al.
Technologies
Prosthetics and Rehabilitation Robotics
article

Fuzzy Control of a Magnetorheological Damper in a Transfemoral Prosthesis: Modeling, Implementation, and Experimental Validation

César Hernando Valencia Niño, Jorge Guillermo Díaz-Rodríguez, Sebastian Muñoz-Vásquez, Zuly Alexandra Mora P., Paolo A. Ospina-Henao
article en

Abstract

Passive and fixed-damping transfemoral prostheses cannot adapt their resistance to the phase-dependent demands of human gait, and microprocessor-controlled commercial knees remain out of reach for most amputees. We present a fuzzy logic controller that modulates a magnetorheological (MR) damper directly from gait phase and knee joint angle, since linear state-feedback and discrete PI designs are valid only at a single linearization point and require retuning across the gait cycle. The controller is formalized as a fuzzy-basis-function expansion with established coverage and Lipschitz continuity; the universal-approximation property of Mamdani systems grounds fuzzy logic theoretically but does not certify this 8-rule controller’s performance, established empirically instead. A dissipativity-based Lyapunov argument and a numerical sweep establish local closed-loop stability and bounded, rate-limited actuation. The damper couples to the knee through a shaft–bearing–housing assembly sized by free-body and Goodman fatigue analysis and verified by finite-element analysis, with the control pipeline embedded on an ESP32 microcontroller in a 2 kg prototype, corresponding to Technology Readiness Level (TRL) 5–6. In a single-subject case study with one transfemoral amputee, the controller achieved the lowest mean RMSE (0.0557 over three trials) against a non-disabled gait reference among five compared conditions, improving on the best fixed voltage by 20.2% and a passive prosthesis by 6.8×; these are single-subject feasibility results, not a claim of generalizable performance.

TechnologiesVol. 14(9)
Universidad Santo Tomás (CO), Tecnológico de Monterrey (MX)
Sustainable cities and communities
Openalex Percentile: Top 20%
Prosthetics and Rehabilitation Robotics
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