Model identification control strategy for coupled elastic joint flexible load drive system based on NNSMC controller and new deformation description

D Shang, X Li, M Yin, F Li - Journal of the Franklin Institute, 2023 - Elsevier
In this study, a coupled elastic join-flexible load drive system is presented, which takes the
flexibility, friction torque, and the grasping object mass in flexible manipulators into account …

A vibration control method for hybrid-structured flexible manipulator based on sliding mode control and reinforcement learning

T Long, E Li, Y Hu, L Yang, J Fan… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
The hybrid-structured flexible manipulator has a complex structure and strong coupling
between state variables. Meanwhile, the natural frequency of the hybrid-structured flexible …

The study of dynamic modeling and multivariable feedback control for flexible manipulators with friction effect and terminal load

F Zhang, Z Yuan - Sensors, 2021 - mdpi.com
The flexible manipulato is widely used in the aerospace industry and various other special
fields. Control accuracy is affected by the flexibility, joint friction, and terminal load …

Dynamic modeling and control for dual-flexible servo system considering two-dimensional deformation based on neural network compensation

D Shang, X Li, M Yin, F Li - Mechanism and Machine Theory, 2022 - Elsevier
A variable-length dual-flexible servo system is a complex nonlinear system that consists of a
servo motor, a flexible joint, and a variable-length flexible load. In order to describe the …

Wavelet neural network sliding mode control of two rigid joint robot manipulator

H Tlijani, A Jouila, K Nouri - Advances in Mechanical …, 2022 - journals.sagepub.com
To solve the problems of low accuracy and poor stability due to uncertainties, external
disturbances and unknown load, which exist in the position control of rigid joint robot …

Whole body control of an autonomous mobile manipulator using series elastic actuators

Y Liu, Z Li, H Su, L Jiang, C Su - IEEE/ASME Transactions on …, 2021 - ieeexplore.ieee.org
The flexible joint robot has superior attractive features because of its high mobility, high load
ratiohigh torque fidelity, robustness for external disturbance, task adaptability, and safety. In …

Fixed-time neural network trajectory tracking control for the rigid-flexible coupled robotic mechanisms with large beam-deflections

X Zhou, H Wang, K Wu, G Zheng - Applied Mathematical Modelling, 2023 - Elsevier
The rigid-flexible coupled robotic mechanisms possess several desired properties for real
mechanical applications only relying on the elastic deformation of the compliant …

Neural network-based region tracking control for a flexible-joint robot manipulator

J Yu, M Wu, J Ji, W Yang - Journal of …, 2024 - asmedigitalcollection.asme.org
The present paper proposes a neural network-based adaptive region-tracking control
strategy for a flexible-joint robot manipulator subjected to region constraints. The developed …

Compliance control method for robot joint with variable stiffness

J Wen, G Wang, J Jia, W Li… - International Journal …, 2023 - inderscienceonline.com
Aiming at the disadvantages of insufficient flexibility and poor stability of the traditional
control methods of variable stiffness joint robots, a new multi-degree-of-freedom robot joint …

Neural-learning-based control for a constrained robotic manipulator with flexible joints

W He, Z Yan, Y Sun, Y Ou, C Sun - IEEE transactions on neural …, 2018 - ieeexplore.ieee.org
Nowadays, the control technology of the robotic manipulator with flexible joints (RMFJ) is not
mature enough. The flexible-joint manipulator dynamic system possesses many …