Rehabilitation Hand Exoskeleton Robot based on Soft Actuator and Adaptive Control

Isi Artikel Utama

Zahraa Al-Faeq
Hassanin Al-Fahaam

Abstrak

Every year, millions of people suffer from severe motor impairment in the hand as a result of strokes or spinal cord injuries, which hinders their ability to perform simple daily activities. However, conventional rigid robots still face significant challenges related to their heavy weight and anatomical incompatibility with human joints, limiting their effectiveness in home-based rehabilitation. This research proposes a solution based on soft pneumatic actuators, Expansive Bending pneumatic actuators muscle (EBPAM) characterized by light weight and high flexibility. The methodology involves designing an intelligent control system that begins with fuzzy logic to track the therapist’s finger movements, and was subsequently developed using an Adaptive Fuzzy Neural Inference System (ANFIS) to compensate for the non-linearity of pneumatic systems. Experimental results demonstrated the system’s ability to achieve accurate motion tracking, with ANFIS successfully reducing tracking error by up to 50% compared to conventional control, whilst maintaining a total glove weight of less than 100 grams, making it ideal for domestic and clinical use.

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Cara Mengutip

Rehabilitation Hand Exoskeleton Robot based on Soft Actuator and Adaptive Control. (2026). JEECS (Journal of Electrical Engineering and Computer Sciences), 11(1), 77-85. https://doi.org/10.54732/jeecs.v11i1.8

Referensi

[1] P. Ben-Tzvi and Z. Ma, “Sensing and Force-Feedback Exoskeleton (SAFE) Robotic Glove,” IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 23, no. 6, pp. 992–1002, 2015, doi: 10.1109/TNSRE.2014.2378171. DOI: https://doi.org/10.1109/TNSRE.2014.2378171

[2] Z. Al-faeq and H. Al-Fahaam, “Power Augmentation and/or Rehabilitation for Human Upper Limb: A Review,” Journal of Robotics Research, vol. 2, no. 2, pp. 17–29, 2025, doi: 10.64820/AEPJRR.22.17.29.122025. DOI: https://doi.org/10.64820/AEPJRR.22.17.29.122025

[3] H. Al-Fahaam, S. Davis, and S. Nefti-Meziani, “Power assistive and rehabilitation wearable robot based on pneumatic soft actuators,” 2016 21st International Conference on Methods and Models in Automation and Robotics, MMAR 2016, pp. 472–477, 2016, doi: 10.1109/MMAR.2016.7575181. DOI: https://doi.org/10.1109/MMAR.2016.7575181

[4] R. Alicea, M. Xiloyannis, D. Chiaradia, M. Barsotti, A. Frisoli, and L. Masia, “A soft, synergy-based robotic glove for grasping assistance,” Wearable technologies, vol. 2, 2021, doi: 10.1017/WTC.2021.3. DOI: https://doi.org/10.1017/wtc.2021.3

[5] A. Al-Ibadi, K. A. Abbas, M. Al-Atwani, and H. Al-Fahaam, “Design, Implementation, and Kinematics of a Twisting Robot Continuum Arm Inspired by Human Forearm Movements,” Robotics 2022, Vol. 11, Page 55, vol. 11, no. 3, p. 55, 2022, doi: 10.3390/ROBOTICS11030055. DOI: https://doi.org/10.3390/robotics11030055

[6] N. Secciani et al., “Wearable Robots: An Original Mechatronic Design of a Hand Exoskeleton for Assistive and Rehabilitative Purposes,” Frontiers in Neurorobotics, vol. 15, p. 750385, 2021, doi: 10.3389/FNBOT.2021.750385/TEXT. DOI: https://doi.org/10.3389/fnbot.2021.750385

[7] S. M. Lee and J. Park, “A soft wearable exoglove for rehabilitation assistance: a novel application of knitted shape-memory alloy as a flexible actuator,” Fashion and Textiles, vol. 11, no. 1, pp. 14-, 2024, doi: 10.1186/S40691-024-00377-9/TABLES/8. DOI: https://doi.org/10.1186/s40691-024-00377-9

[8] A. Gonçalves, M. F. Silva, H. Mendonça, and C. D. Rocha, “A Review of Robotic Interfaces for Post-Stroke Upper-Limb Rehabilitation: Assistance Types, Actuation Methods, and Control Mechanisms,” Robotics 2025, Vol. 14, Page 141, vol. 14, no. 10, p. 141, Oct. 2025, doi: 10.3390/ROBOTICS14100141. DOI: https://doi.org/10.3390/robotics14100141

[9] P. Barria et al., “Hand rehabilitation based on the RobHand exoskeleton in stroke patients: A case series study,” Frontiers in robotics and AI, vol. 10, p. 1146018, 2023, doi: 10.3389/FROBT.2023.1146018. DOI: https://doi.org/10.3389/frobt.2023.1146018

[10] W. Al-Mayahi and H. Al-Fahaam, “Soft Actuator Based on a Novel Variable Stiffness Compound Extensor Bending-Pneumatic Artificial Muscle (CEB-PAM): Design and Mathematical Model,” Journal of Robotics and Control (JRC), vol. 5, no. 2, pp. 321–335, 2024, doi: 10.18196/JRC.V5I2.21127. DOI: https://doi.org/10.18196/jrc.v5i2.21127

[11] Q. Xie et al., “Design of a soft bionic elbow exoskeleton based on shape memory alloy spring actuators,” Mechanical Sciences, vol. 14, no. 1, pp. 159–170, 2023, doi: 10.5194/MS-14-159-2023. DOI: https://doi.org/10.5194/ms-14-159-2023

[12] H. S. Choi, S. J. Lee, and H. In, “Development and clinical validation of passive shoulder exoskeleton with novel gravity compensation mechanism for stabilizing arm tremor of surgeons during minimally invasive surgery,” Frontiers in bioengineering and biotechnology, vol. 12, p. 1418148, 2024, doi: 10.3389/FBIOE.2024.1418148. DOI: https://doi.org/10.3389/fbioe.2024.1418148

[13] S. Walters, E. Seminati, B. Metcalfe, N. Y. Bailey, and E. C. Pegg, “Demystifying upper limb hybrid prostheses—a scoping review,” Frontiers in Rehabilitation Sciences, vol. 6, p. 1610336, 2025, doi: 10.3389/FRESC.2025.1610336. DOI: https://doi.org/10.3389/fresc.2025.1610336

[14] Y. S. Ahmed, A. Q. Al-Neami, and S. Lateef, “Robotic Glove for Rehabilitation Purpose: Review,” Iraqi Journal for Electrical and Electronic Engineering, vol. 16, no. Special Issue, pp. 86–92, 2020, doi: 10.37917/IJEEE.SCEEER.3RD.12. DOI: https://doi.org/10.37917/ijeee.sceeer.3rd.12

[15] E. Bardi, M. Gandolla, F. Braghin, F. Resta, A. L. G. Pedrocchi, and E. Ambrosini, “Upper limb soft robotic wearable devices: a systematic review,” Journal of NeuroEngineering and Rehabilitation, vol. 19, no. 1, pp. 87-, 2022, doi: 10.1186/S12984-022-01065-9/FIGURES/3. DOI: https://doi.org/10.1186/s12984-022-01065-9

[16] H. A. Al-Mosawi, A. Al-Ibadi, and T. Y. Abdalla, “A Comprehensive Comparison of Different Control Strategies to Adjust the Length of the Soft Contractor Pneumatic Muscle Actuator,” Iraqi Journal for Electrical and Electronic Engineering, vol. 18, no. 2, pp. 101–109, 2022, doi: 10.37917/IJEEE.18.2.13. DOI: https://doi.org/10.37917/ijeee.18.2.13

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