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A survey on zeroing neural dynamics: Models, theories, and applications
L Li, L **ao, Z Wang, Q Zuo - International Journal of Systems …, 2024 - Taylor & Francis
Extensive research has been conducted in dynamic mathematical problems and real-time
industrial control applications, leading to the emergence of zeroing neural dynamics (ZND) …
industrial control applications, leading to the emergence of zeroing neural dynamics (ZND) …
A biobjective scheme for kinematic control of mobile robotic arms with manipulability optimization
In combination with a robotic arm, a mobile platform can fulfill complicated functions but may
encounter singularity problems. To solve them, this work investigates the kinematic control of …
encounter singularity problems. To solve them, this work investigates the kinematic control of …
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 …
An inverse kinematics framework of mobile manipulator based on unique domain constraint
This paper presents the collision-free solution to the inverse kinematics of a mobile
manipulator. The main contribution is to propose a novel inverse kinematics solution …
manipulator. The main contribution is to propose a novel inverse kinematics solution …
Metaheuristic-based RNN for manipulability optimization of redundant manipulators
Manipulability optimization plays a crucial role in the kinematic control of redundant
manipulators, as it reduces their risks of entering a singular state. However, manipulability is …
manipulators, as it reduces their risks of entering a singular state. However, manipulability is …
A robust fast convergence zeroing neural network and its applications to dynamic Sylvester equation solving and robot trajectory tracking
J **, L Qiu - Journal of the Franklin Institute, 2022 - Elsevier
In order to find the theoretical solution of a dynamic Sylvester equation (DSE) in noisy
environment, a robust fast convergence zeroing neural network (RFCZNN) is proposed in …
environment, a robust fast convergence zeroing neural network (RFCZNN) is proposed in …
Neural dynamic fault-tolerant scheme for collaborative motion planning of dual-redundant robot manipulators
Z Zhang, Z Cao, X Li - IEEE Transactions on Neural Networks …, 2024 - ieeexplore.ieee.org
To avoid the task failure caused by joint breakdown during the collaborative motion planning
of dual-redundant robot manipulators, a neural dynamic fault-tolerant (NDFT) scheme is …
of dual-redundant robot manipulators, a neural dynamic fault-tolerant (NDFT) scheme is …
A robust noise tolerant zeroing neural network for solving time-varying linear matrix equations
A robust noise-tolerant zeroing neural network (ZNN) is introduced for solving time-varying
linear matrix equations (TVLME). The convergence speed of designed neural dynamics is …
linear matrix equations (TVLME). The convergence speed of designed neural dynamics is …
A data-driven obstacle avoidance scheme for redundant robots with unknown structures
Redundant robots may undergo structural changes due to factors such as modifications,
which pose challenges to their precise control and obstacle avoidance. To resolve this …
which pose challenges to their precise control and obstacle avoidance. To resolve this …
A noise suppression zeroing neural network for trajectory tracking with joint angle constraints of mobile manipulator
Z Sun, Y Fei, S Tang, X **ao, J Luo, K Liu - Engineering Applications of …, 2024 - Elsevier
The trajectory tracking control (TTC) is an indispensable part in mobile manipulator (MM)
application. The actual usage of the MM can be affected by factors, such as external noise …
application. The actual usage of the MM can be affected by factors, such as external noise …