Design and evaluation of exoskeleton device for rehabilitation of index finger using nature-inspired algorithms

被引:0
作者
Chakraborty, Debaditya [1 ]
Rathi, Ayush [1 ]
Singh, Ramanpreet [1 ]
机构
[1] Manipal Univ Jaipur, Dept Mech Engn, Jaipur Ajmer Express Highway,Near GVK Toll Plaza, Jaipur 303007, Rajasthan, India
关键词
TLBO; BWP; GWO; PSO; Mechanism synthesis; Rehabilitation; PARTICLE SWARM OPTIMIZATION; ENVIRONMENTAL ENRICHMENT; CORTICAL REORGANIZATION; MOTOR RECOVERY; STROKE; THERAPY; HAND; ARM; TIME;
D O I
10.1007/s10489-024-05725-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work proposes a novel robotic exoskeleton for rehabilitation of the index finger. Though all motions of index finger are essential, the major range of motion is covered by flexion/extension motion. Hence, a Stephenson III six-bar mechanism has been synthesized for the robotic exoskeleton device for a pre-defined trajectory to address post stroke rehabilitation of patients. The flexion/extension trajectory was obtained experimentally using image processing. Based on the trajectory, a mathematical model was formulated which was used as the objective function for the optimization problem. To eliminate any defects that may be encountered during the synthesis, "loop-by-loop defect rectification" procedure was implemented along with well-established optimization algorithms such as TLBO, BWP, GWO and PSO for synthesis of the desired mechanism. It has been found that TLBO outperformed all the others as it could reduce the objective function value to 0.69849. whereas, BWP reduced it to 8.9952, GWO reduced it to 13.1388, and PSO could only reduce it to 6 x 105. Therefore, the design obtained using TLBO was considered for developing the prototype of the device. The device was validated experimentally using image processing, and it is found to cover the prescribed range of motion. Thus, the proposed exoskeleton is deemed to be a viable solution for post stroke index-finger rehabilitation.
引用
收藏
页码:10206 / 10223
页数:18
相关论文
共 66 条
  • [1] Abbasi H., 2013, INT J COMPUT SCI ISS, V10, P154
  • [2] Optimized cascade chaotic fuzzy system (OCCFS) and its application to function approximation and chaotic systems identification
    Abbasi, Hamid
    Yaghoobi, Mahdi
    [J]. SOFT COMPUTING, 2023, 27 (13) : 8561 - 8582
  • [3] Traumatic spinal cord injury
    Ahuja, Christopher S.
    Wilson, Jefferson R.
    Nori, Satoshi
    Kotter, Mark R. N.
    Druschel, Claudia
    Curt, Armin
    Fehlings, Michael G.
    [J]. NATURE REVIEWS DISEASE PRIMERS, 2017, 3
  • [4] Aurora R.N., 2014, Focus, V12, P99, DOI DOI 10.1176/APPI.FOCUS.12.1.99
  • [5] Effect of age on functional outcomes after stroke rehabilitation
    Bagg, S
    Pombo, AP
    Hopman, W
    [J]. STROKE, 2002, 33 (01) : 179 - 185
  • [6] THE CONCURRENT VALIDITY AND RELIABILITY OF A LOW-COST, HIGH-SPEED CAMERA-BASED METHOD FOR MEASURING THE FLIGHT TIME OF VERTICAL JUMPS
    Balsalobre-Fernandez, Carlos
    Tejero-Gonzalez, Carlos M.
    del Campo-Vecino, Juan
    Bavaresco, Nicolas
    [J]. JOURNAL OF STRENGTH AND CONDITIONING RESEARCH, 2014, 28 (02) : 528 - 533
  • [7] BROWN P, 1993, PROCEEDINGS : IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-3, P642, DOI 10.1109/ROBOT.1993.292051
  • [8] An evolutionary algorithm for path synthesis of mechanisms
    Cabrera, J. A.
    Ortiz, A.
    Nadal, F.
    Castillo, J. J.
    [J]. MECHANISM AND MACHINE THEORY, 2011, 46 (02) : 127 - 141
  • [9] Optimal synthesis of mechanisms with genetic algorithms
    Cabrera, JA
    Simon, A
    Prado, M
    [J]. MECHANISM AND MACHINE THEORY, 2002, 37 (10) : 1165 - 1177
  • [10] Design of a Two-DOFs Driving Mechanism for a Motion-Assisted Finger Exoskeleton
    Carbone, Giuseppe
    Gerding, Eike Christian
    Corves, Burkard
    Cafolla, Daniele
    Russo, Matteo
    Ceccarelli, Marco
    [J]. APPLIED SCIENCES-BASEL, 2020, 10 (07):