OPTIMAL SLIDING MODE CONTROLLER DESIGN BASED ON WHALE OPTIMIZATION ALGORITHM FOR LOWER LIMB REHABILITATION ROBOT

Noor  SABAH; Ekhlas  HAMEED; Muayed S AL-HUSEINY

doi:10.23743/acs-2021-20

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Published: Sep 30, 2021

DOI: https://doi.org/10.23743/acs-2021-20

Issue Vol. 17 No. 3 (2021)

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OPTIMAL SLIDING MODE CONTROLLER DESIGN BASED ON WHALE OPTIMIZATION ALGORITHM FOR LOWER LIMB REHABILITATION ROBOT
Noor SABAH, Ekhlas HAMEED, Muayed S AL-HUSEINY

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DOI

https://doi.org/10.23743/acs-2021-20

Authors

Noor SABAH

noors@uowasit.edu.iq

University of Wasit, Electrical Engineering Department, Iraq

Ekhlas HAMEED

ek_karam@uomustansieiryah.edu.iq

Mustansiriyah University, Computer Engineering Department, Iraq

Muayed S AL-HUSEINY

malhuseiny@uowasit.edu.iq

University of Wasit, Electrical Engineering Department, Iraq

Abstract

The Sliding Mode Controllers (SMCs) are considered among the most common stabilizer and controllers used with robotic systems due to their robust nonlinear scheme designed to control nonlinear systems. SMCs are insensitive to external disturbance and system parameters variations. Although the SMC is an adaptive and model-based controller, some of its values need to be determined precisely. In this paper, an Optimal Sliding Mode Controller (OSMC) is suggested based on Whale Optimization Algorithm (WOA) to control a two-link lower limb rehabilitation robot. This controller has two parts, the equivalent part, and the supervisory controller part. The stability assurance of the controlled rehabilitation robot is analyzed based on Lyapunov stability. The WO algorithm is used to determine optimal parameters for the suggested SMC. Simulation results of two tested trajectories (linear step signal and nonlinear sine signal) demonstrate the effectiveness of the suggested OSMC with fast response, very small overshoot, and minimum steady-state error.

Keywords:

Optimal Sliding Mode Controller, Whale Optimization Algorithm, lower limb, rehabilitation robot

References

Abbasimoshaei, A., & Mohammadimoghaddam, M. (2020). Design for a New Hand Rehabilitation (Vol. 1). Springer. https://doi.org/10.1007/978-3-030-58147-3 DOI: https://doi.org/10.1007/978-3-030-58147-3

Almaghout, K., Tarvirdizadeh, B., Alipour, K., & Hadi, A. (2020). Design and control of a lower limb rehabilitation robot considering undesirable torques of the patient’s limb. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine, 234(12), 1457–1471. https://doi.org/10.1177/0954411920947849 DOI: https://doi.org/10.1177/0954411920947849

Alshatti, A. (2019). Design and Control of Lower Limb Assistive Exoskeleton for Hemiplegia Mobility (Doctoral dissertation). University of Sheffield.

Babaiasl, M., Goldar, S. N., Barhaghtalab, M. H., & Meigoli, V. (2015). Sliding mode control of an exoskeleton robot for use in upper-limb rehabilitation. International Conference on Robotics and Mechatronics, ICROM 2015, 694–701. https://doi.org/10.1109/ICRoM.2015.7367867 DOI: https://doi.org/10.1109/ICRoM.2015.7367867

DeCarlo, R. A., Zak, S. H., & Matthews, G. P. (1988). Variable structure control of nonlinear multivariable systems: a tutorial. Proceedings of the IEEE, 76(3), 212–232, https://doi.org/10.1109/5.4400 DOI: https://doi.org/10.1109/5.4400

Furlan, A. D., Irvin, E., Munhall, C., Giraldo-Prieto, M., Master, R. M., Danak, S., Costante, A., Pitzul, K. B., Bhide, R. P., Marchenko, S., Mahood, Q., David, J. A., Flannery, J. F., & Bayley, M. (2021). Rehabilitation service models for people with physical and/or mental disability living in low- and middle-income countries: A systematic review. Journal of Rehabilitation Medicine, 50(6), 487–498. https://doi.org/10.2340/16501977-2325 DOI: https://doi.org/10.2340/16501977-2325

Hung, J. Y., Gao, W., & Hung, J. C. (1993). Variable Structure Control : A Survey. IEEE Trans. Ind. Electron, 40(1), 2–22. DOI: https://doi.org/10.1109/41.184817

Liu, J., Zhang, Y., Wang, J., & Chen, W. (2018). Adaptive sliding mode control for a lower-limb exoskeleton rehabilitation robot. Proceedings of the 13th IEEE Conference on Industrial Electronics and Applications, ICIEA 2018 (pp. 1481–1486). IEEE. https://doi.org/10.1109/ICIEA.2018.8397943 DOI: https://doi.org/10.1109/ICIEA.2018.8397943

Maalej, B., Medhaffar, H., Chemori, A., & Derbel, N. (2020). A Fuzzy Sliding Mode Controller for Reducing Torques Applied to a Rehabilitation Robot. Proceedings of the 17th International Multi-Conference on Systems, Signals and Devices, SSD 2020 (pp. 740–746). https://doi.org/10.1109/SSD49366.2020.9364130 DOI: https://doi.org/10.1109/SSD49366.2020.9364130

Mirjalili, S., & Lewis, A. (2016). The Whale Optimization Algorithm. Advances in Engineering Software, 95, 51–67. https://doi.org/10.1016/j.advengsoft.2016.01.008 DOI: https://doi.org/10.1016/j.advengsoft.2016.01.008

Mohammed, H. M., Umar, S. U., & Rashid, T. A. (2019). A Systematic and Meta-Analysis Survey of Whale Optimization Algorithm. Computational Intelligence and Neuroscience, 2019, 8718571. https://doi.org/10.1155/2019/8718571 DOI: https://doi.org/10.1155/2019/8718571

Nguyen, T. V. M., Ha, Q. P., & Nguyen, H. T. (1989). A Chattering-Free Variable Structure Controller for Tracking of Robotic Manipulators. Retrivied from https://www.araa.asn.au/acra/acra2003/papers/02.pdf

Rezage, G. Al, & Tokhi, M. O. (2016). Fuzzy PID control of lower limb exoskeleton for elderly mobility. 2016 20th IEEE International Conference on Automation, Quality and Testing, Robotics, AQTR 2016 – Proceedings (pp. 1–6). IEEE. https://doi.org/10.1109/AQTR.2016.7501310 DOI: https://doi.org/10.1109/AQTR.2016.7501310

Rodrigues, A., & Rodrigues, A. (2018). Prise en charge des traumatisés médullaires. Le Praticien En Anesthesie Reanimation, 8–11. https://doi.org/10.1016/j.pratan.2018.08.010 DOI: https://doi.org/10.1016/j.pratan.2018.08.010

Rupal, B. S., Rafique, S., Singla, A., & Singla, E. (2017). Lower-limb exoskeletons : Research trends and regulatory guidelines in medical and non-medical applications. International Journal of Advanced Robotic Systems, November-December, 1–27. https://doi.org/10.1177/1729881417743554 DOI: https://doi.org/10.1177/1729881417743554

Saryanto, W. Y., & Cahyadi, A. I. (2016). Modeling and Design of Low Cost Lower Limb Rehabilitation Robot Control System for Post - Stroke Patient using PWM Controller. International Journal of Mechanical & Mechatronics Engineering IJMME-IJENS, 16(1), 101–108.

Winter, D. A. (2009). Biomechanics And Motor Control Of Human Movement (Fourth Ed.). John Wiley & Sons, Inc. Yang, T., & Gao, X. (2020). Adaptive Neural Sliding-Mode Controller for Alternative Control Strategies in Lower Limb Rehabilitation. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28(1), 238–247. https://doi.org/10.1109/TNSRE.2019.2946407 DOI: https://doi.org/10.1109/TNSRE.2019.2946407

Zhou, J., Zhou, Z., & Ai, Q. (2016). Impedance Control of the Rehabilitation Robot Based on Sliding Mode Control. Mechanical Engineering and Control Systems, 135–140. https://doi.org/10.1142/9789814740616_0030 DOI: https://doi.org/10.1142/9789814740616_0030

SABAH, N. ., HAMEED, E. ., & AL-HUSEINY, M. S. (2021). OPTIMAL SLIDING MODE CONTROLLER DESIGN BASED ON WHALE OPTIMIZATION ALGORITHM FOR LOWER LIMB REHABILITATION ROBOT. Applied Computer Science, 17(3), 47–59. https://doi.org/10.23743/acs-2021-20

OPTIMAL SLIDING MODE CONTROLLER DESIGN BASED ON WHALE OPTIMIZATION ALGORITHM FOR LOWER LIMB REHABILITATION ROBOT

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