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Real-time motion control of robotic manipulators for safe human–robot coexistence
This paper introduces a computationally efficient control scheme for safe human–robot
interaction. The method relies on the Explicit Reference Governor (ERG) formalism to …
interaction. The method relies on the Explicit Reference Governor (ERG) formalism to …
Zeroing neural network with fuzzy parameter for computing pseudoinverse of arbitrary matrix
A correlation between fuzzy logic systems (FLS) and zeroing neural networks (ZNN) design
is investigated. It is shown that the gain parameter included in ZNN design can be …
is investigated. It is shown that the gain parameter included in ZNN design can be …
A review on varying-parameter convergence differential neural network
Inspired by the nature of actual dynamics systems with time-varying parameters, varying-
parameter convergence differential neural network (termed as VP-CDNN) has been put …
parameter convergence differential neural network (termed as VP-CDNN) has been put …
A data-driven cyclic-motion generation scheme for kinematic control of redundant manipulators
Redundant manipulators are no doubt indispensable devices in industrial production. There
are various works on the redundancy resolution of redundant manipulators in performing a …
are various works on the redundancy resolution of redundant manipulators in performing a …
An FPGA-implemented antinoise fuzzy recurrent neural network for motion planning of redundant robot manipulators
Z Zhang, H He, X Deng - IEEE transactions on neural networks …, 2023 - ieeexplore.ieee.org
When a robot completes end-effector tasks, internal error noises always exist. To resist
internal error noises of robots, a novel fuzzy recurrent neural network (FRNN) is proposed …
internal error noises of robots, a novel fuzzy recurrent neural network (FRNN) is proposed …
Robust model-free control for redundant robotic manipulators based on zeroing neural networks activated by nonlinear functions
Recent studies have verified that zeroing neural network is suitable for model-free feedback
control of redundant robot manipulators with excellent convergence and accuracy. Unlike …
control of redundant robot manipulators with excellent convergence and accuracy. Unlike …
Novel snap-layer MMPC scheme via neural dynamics equivalency and solver for redundant robot arms with five-layer physical limits
Z Tang, Y Zhang, L Ming - IEEE Transactions on Neural …, 2024 - ieeexplore.ieee.org
To obtain smoother kinematic control of minimum motion, a novel snap-layer minimum
motion scheme, otherwise known as the minimum motion planning and control (MMPC) …
motion scheme, otherwise known as the minimum motion planning and control (MMPC) …
Integration enhanced and noise tolerant ZNN for computing various expressions involving outer inverses
An integration-enhanced noise-tolerant zeroing neural network (IENTZNN) model for
computing various expressions involving outer inverses is defined and considered. The …
computing various expressions involving outer inverses is defined and considered. The …
Robust control design for a planar humanoid robot arm with high strength composite gear and experimental validation
K Huang, Y **an, S Zhen, H Sun - Mechanical Systems and Signal …, 2021 - Elsevier
Aiming at uncertainties and variable loads of the robot arm, a nonlinear control algorithm is
proposed. The design of the proposed control is based on the engineering practice of the …
proposed. The design of the proposed control is based on the engineering practice of the …
An inertial neural network approach for loco-manipulation trajectory tracking of mobile robot with redundant manipulator
C Xu, M Wang, G Chi, Q Liu - Neural Networks, 2022 - Elsevier
This paper proposes a novel constrained optimization model to address the loco-
manipulation problem of mobile robot with redundant manipulator for trajectory tracking. To …
manipulation problem of mobile robot with redundant manipulator for trajectory tracking. To …