Energy consumption prediction and optimization of industrial robots based on LSTM

P Jiang, Z Wang, X Li, XV Wang, B Yang… - Journal of Manufacturing …, 2023 - Elsevier
Due to wide distribution and low energy efficiency, the energy-saving of industrial robots
draws more and more attention, and a large number of methods have emerged to predict or …

Model-based reinforcement learning control of electrohydraulic position servo systems

Z Yao, X Liang, GP Jiang, J Yao - IEEE/ASME Transactions on …, 2022 - ieeexplore.ieee.org
Even though the unprecedented success of AlphaGo Zero demonstrated reinforcement
learning as a feasible complex problem solver, the research on reinforcement learning …

Adaptive control of n-link hydraulic manipulators with gravity and friction identification

X Liang, Z Yao, W Deng, J Yao - Nonlinear Dynamics, 2023 - Springer
Many industrial applications of hydraulic manipulators, such as settling in positioning,
tracking control, and programming by demonstration, require precise compensation of the …

Practical preassigned fixed-time fuzzy control for teleoperation system under scheduled shared-control framework

Y Yang, H Jiang, C Hua, J Li - IEEE Transactions on Fuzzy …, 2023 - ieeexplore.ieee.org
This article devotes to propose a novel synchronization control algorithm for networked
nonlinear master–slave system under a scheduled shared-control structure to skillfully solve …

Data-driven control of hydraulic manipulators by reinforcement learning

Z Yao, F Xu, GP Jiang, J Yao - IEEE/ASME Transactions on …, 2023 - ieeexplore.ieee.org
Motivated by the challenges inherent in achieving high-accuracy tracking control of practical
6-degree-of-freedom (6-DOF) hydraulic robotic manipulators, we aim to conduct research on …

Passivity-based bilateral shared variable impedance control for teleoperation compliant assembly

R Li, M Cheng, R Ding - Mechatronics, 2023 - Elsevier
In this paper, a hybrid haptic sensation bilateral shared impedance control framework with
variable stiffness is proposed to endow the slave manipulator with perception ability, and the …

A novel high-frequency resonance controllable pneumatic actuator and its high-precision motion trajectory tracking control

P Qian, C Pu, L Liu, D He, LMR Páez, D Meng - Mechatronics, 2023 - Elsevier
The strong nonlinearity and uncertainty of the pneumatic cylinder friction is one of the main
reasons for the poor control accuracy of the pneumatic cylinder. For this reason, improving …

Prioritized multitask flow optimization of redundant hydraulic manipulator

M Cheng, L Li, R Ding, B Xu, P Jiang… - … ASME Transactions on …, 2023 - ieeexplore.ieee.org
For hydraulic redundant manipulators served by one pump, flow saving optimization can
reduce flow saturation and energy consumption but primary tasks should be considered as a …

Terminal force soft sensing of hydraulic manipulator based on the parameter identification

R Ding, X Mu, M Cheng, B Xu, G Li - Measurement, 2022 - Elsevier
Focusing on accurately measuring the terminal force of the hydraulic manipulator without the
force sensor, a soft-sensing method of terminal force based on the dynamic model and the …

Virtual-Fixture based Osteotomy Shared Control: A Framework for Human-Robot Shared Surgical Osteotomy Manipulation

H Tian, Z Han, Y Wang, X Zhu, W Zhang… - … on Medical Robotics …, 2023 - ieeexplore.ieee.org
Human-robot shared control is an effective approach to enhancing the efficiency of surgical
operations, as it integrates the strengths of both humans and robots. The use of conventional …