Kinematic modelling of a 3RRR planar parallel robot using genetic algorithms and neural networks

JF García-Samartín, A Barrientos - Machines, 2023 - mdpi.com
Kinematic modelling of parallel manipulators poses significant challenges due to the
absence of analytical solutions for the Forward Kinematics (FK) problem. This study centres …

Learning complex nonlinear dynamics of a 3D translational parallel manipulator using neural network

AT Elgammal, M Magdy, M Lashin - Heliyon, 2024 - cell.com
This study investigates modeling the dynamics of a 3D translational parallel manipulator
with closed chains using feedforward neural networks (FFNNs). The dataset exceeds 50,000 …

Kernel extreme learning machine‐based general solution to forward kinematics of parallel robots

J Ma, X Duan, D Zhang - CAAI Transactions on Intelligence …, 2023 - Wiley Online Library
The forward kinematics of parallel robots is a challenging issue due to its highly coupled non‐
linear relation among branch chains. This paper presents a novel approach to forward …

Design and Kinematic Analysis of a 6-DoF Parallel Robot for Image-Guided Surgery

X Wang, Y Ye, Z Pan, J Wang… - 2023 China Automation …, 2023 - ieeexplore.ieee.org
Image-guided robot based on medical imaging is extensively utilized in the field of surgery
due to its inherent characteristics of enhanced precision and larger accessible workspace …

Application of Deep Learning Model for Analysis of Forward Kinematics of a 6-Axis Robotic Hand for a Humanoid

R Singh, A Agrawal, A Mishra, PK Arya… - 2024 3rd International …, 2024 - ieeexplore.ieee.org
Rigid body kinematics can be generically categorized as forward and inverse kinematics.
Forward kinematics calculates the precise location and orientation of the tool at the end of a …

[PDF][PDF] Position Analysis of the Slider-Crank (R-RRT) Mechanism Using Artificial Neural Networks

O Denizhan - 1st International Conference on Modern and …, 2023 - researchgate.net
The slider-crank mechanism is a common mechanical linkage that converts rotary motion
into reciprocating motion. It finds wide applications in various fields, including internal …

A Systematic Review of Machine Learning in Robotics-Assisted Rehabilitation

G Nicora, S Pe, G Santangelo, L Billeci, IG Aprile… - 2024 - researchsquare.com
Robotic technology is expected to transform rehabilitation settings, by providing precise,
repetitive, and task-specific interventions, thereby potentially improving patients' clinical …

On forward kinematics of a 3SPR parallel manipulator

M Roudneshin, K Ghaffari… - IEEE Control Systems …, 2022 - ieeexplore.ieee.org
This letter presents a new numerical method to solve the forward kinematics (FK) of a
parallel manipulator with a three-limb spherical-prismatic-revolute (3SPR) structure. Unlike …