Robots for Bilateral Upper Limb Rehabilitation in Post-Stroke Patients: A State-of-the-Art Review

Bilateral robotic rehabilitation has emerged as a technological approach for promoting coordinated upper-limb training after stroke. This state-of-the-art review critically analyzes bilateral upper-limb rehabilitation robots with emphasis on mechanical architecture, actuation and transmission, bilateral interaction modalities, control strategies, assistance modes, and validation evidence. A structured literature search covering 2010 to 8 July 2026 identified 141 records; 23 technology-related publications were retained for the state-of-the-art analysis, comprising 18 primary bilateral robotic studies and 5 supporting technical/contextual publications. The reviewed systems were organized according to a hierarchical framework distinguishing end-effector, exoskeleton, and hybrid architectures from simultaneous bilateral, master–slave/mirror-based, and cooperative bimanual interaction modalities. The evidence indicates that end-effector systems favor mechanical simplicity and adaptable workspaces, whereas exoskeletons provide more direct joint-level control at the cost of greater alignment and mechanical complexity. Control approaches increasingly incorporate impedance, admittance, assist-as-needed, and bio-signal-based strategies to improve compliant interaction and adapt assistance to user contribution. However, many advanced systems remain supported primarily by engineering validation or experiments involving healthy participants, while direct post-stroke clinical validation is comparatively limited. Future development should therefore prioritize clinically validated adaptive assistance, control strategies capable of accommodating asymmetric bilateral contribution, and safe, usable, and affordable systems suitable for clinical and home-based rehabilitation.

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Publication Details

Journal
Machines
Published
2026-09-29
DOI
https://doi.org/10.3390/machines14101117
Primary Topic
Stroke Rehabilitation and Recovery
Type
article
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article

Robots for Bilateral Upper Limb Rehabilitation in Post-Stroke Patients: A State-of-the-Art Review

Arturo Abúndez‐Pliego, Andrés Blanco Ortega, Héctor Ramón Azcaray Rivera, Enrique Alcudia-Zacarías et al.
Machines
Stroke Rehabilitation and Recovery
article

Robots for Bilateral Upper Limb Rehabilitation in Post-Stroke Patients: A State-of-the-Art Review

Arturo Abúndez‐Pliego, Andrés Blanco Ortega, Héctor Ramón Azcaray Rivera, Enrique Alcudia-Zacarías, César H. Guzmán-Valdivia, Jesús Eduardo Córtes Flores
article en

Abstract

Bilateral robotic rehabilitation has emerged as a technological approach for promoting coordinated upper-limb training after stroke. This state-of-the-art review critically analyzes bilateral upper-limb rehabilitation robots with emphasis on mechanical architecture, actuation and transmission, bilateral interaction modalities, control strategies, assistance modes, and validation evidence. A structured literature search covering 2010 to 8 July 2026 identified 141 records; 23 technology-related publications were retained for the state-of-the-art analysis, comprising 18 primary bilateral robotic studies and 5 supporting technical/contextual publications. The reviewed systems were organized according to a hierarchical framework distinguishing end-effector, exoskeleton, and hybrid architectures from simultaneous bilateral, master–slave/mirror-based, and cooperative bimanual interaction modalities. The evidence indicates that end-effector systems favor mechanical simplicity and adaptable workspaces, whereas exoskeletons provide more direct joint-level control at the cost of greater alignment and mechanical complexity. Control approaches increasingly incorporate impedance, admittance, assist-as-needed, and bio-signal-based strategies to improve compliant interaction and adapt assistance to user contribution. However, many advanced systems remain supported primarily by engineering validation or experiments involving healthy participants, while direct post-stroke clinical validation is comparatively limited. Future development should therefore prioritize clinically validated adaptive assistance, control strategies capable of accommodating asymmetric bilateral contribution, and safe, usable, and affordable systems suitable for clinical and home-based rehabilitation.

MachinesVol. 14(10)
Instituto Tecnológico de Oaxaca (MX), Centro Nacional de Investigación y Desarrollo Tecnológico (MX), Universidad Politécnica de Aguascalientes (MX)
Partnerships for the goals
Openalex Percentile: Top 15%
Stroke Rehabilitation and Recovery
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