Date of Award
2024
Degree Name
Mechanical Engineering
College
College of Engineering and Computer Sciences
Type of Degree
M.S.M.E.
Document Type
Thesis
First Advisor
Dr. Yousef Sardahi, Committee Chairperson
Second Advisor
Dr. Asad Salem
Third Advisor
Dr. Mohammed Ferdjallah
Abstract
This work presents two objectives for the use of robust sliding mode controller (SMC) in optimal and multi-objective settings to regulate the position of the knee joint angle for patients suffering from knee injuries. The controller imitates the role of active orthoses that produce the joint torques required to overcome gravity and loading forces and regain natural human movements. The first objective is to focus only on the knee, for which a mathematical model of the shank, the lower part of the leg, is derived first and then used for the control system design and computer simulations. Four objectives are considered: minimization of the control effort and tracking error; and maximization of the control signal smoothness and closed-loop system's speed of response. The second objective is to include a knee exoskeleton in the dynamic equations, for which a mathematical model, which includes the shank and exoskeleton, was derived, and also add a disturbance observer to the system to allow for accurate tracking despite external disturbances that may occur in normal walking motion. There are again four objectives: minimization of the control effort, tracking error, and the square-sum of the observer’s gains; and maximization closed-loop system's speed of response. Optimal solutions in terms of the Pareto set and its image, the Pareto front, are obtained. The results show that there are trade-offs among the design objectives and many optimal solutions from which the decision-maker can choose to implement. Also, computer simulations conducted at different points from the Pareto set and assuming knee squat movement demonstrate competing relationships among the design goals. In addition, the proposed control algorithm shows robustness in tracking a standard gait signal when accounting for uncertainty in the shank's parameters. However, the disturbance observer developed in this work only partially estimated the human torque and will need to be improved in future work.
Subject(s)
Mechanical engineering.
Knee -- Wounds and Injuries -- Rehabilitation.
Orthopedic apparatus.
Algorithms.
Recommended Citation
Sitler, Gabriel, "Design of multi-objective and optimal sliding mode controller for tracking knee joint angle during squatting and normal gait motion" (2024). Theses, Dissertations and Capstones. 1896.
https://mds.marshall.edu/etd/1896