Neural networks based prediction modelling of hybrid laser beam welding process parameters with sensitivity analysis

S Chaki - SN Applied Sciences, 2019 - Springer
Present paper attempted to model complex relationship between CO 2 laser–MIG hybrid
welding parameters and it has been completed using different algorithms of artificial neural …

Application of integrated soft computing techniques for optimisation of hybrid CO2 laser–MIG welding process

S Chaki, B Shanmugarajan, S Ghosal… - Applied Soft …, 2015 - Elsevier
In this paper, artificial neural networks (ANNs), genetic algorithm (GA), simulated annealing
(SA) and Quasi Newton line search techniques have been combined to develop three …

Prediction of weld geometry in laser welding by numerical simulation & artificial neural networking

U Dey, A Duggirala, S Paul, S Mitra - Advances in Materials and …, 2024 - Taylor & Francis
Advanced manufacturing processes have increased industrial productivity and enhanced
marketing prospects. Optimization techniques coupled with simulative methods in laser …

Estimation and optimization of depth of penetration in hybrid CO2 LASER-MIG welding using ANN-optimization hybrid model

S Ghosal, S Chaki - The International Journal of Advanced Manufacturing …, 2010 - Springer
The paper presents an artificial neural network-optimization hybrid model to predict and
optimize penetration depth of CO 2 LASER-MIG hybrid welding used for 5005 Al–Mg alloy …

Application of artificial neural network for predicting weld quality in laser transmission welding of thermoplastics

B Acherjee, S Mondal, B Tudu, D Misra - Applied soft computing, 2011 - Elsevier
The present work establishes a correlation between the laser transmission welding
parameters and output variables though a nonlinear model, developed by applying artificial …

Laser Beam Welded Aluminum-Titanium Dissimilar Sheet Metals: Neural Network Based Strength and Hardness Prediction Model

S Chandran, R Rajesh, MD Anand - The Computer Journal, 2023 - academic.oup.com
Abstract 'Laser Beam Welding (LBW) is a welding technique used to join pieces of metal or
thermoplastics with the aid of laser'. The beam offers a concerted heat source, which …

A model for evaluation of laser welding efficiency and quality using an artificial neural network and fuzzy logic

G Casalino, FMC Minutolo - Proceedings of the Institution of …, 2004 - journals.sagepub.com
For any welding process, efficiency and quality strongly depend on the energy input, which
is the energy introduced per unit length of weld from a travelling heat source. The focused …

Process modeling and parameter optimization using neural network and genetic algorithms for aluminum laser welding automation

YW Park, S Rhee - The International Journal of Advanced Manufacturing …, 2008 - Springer
In the automotive industry, applying aluminum alloys to car chassis have become an
important concern in order to reduce car weight. In aluminum laser welding, the strength of …

[PDF][PDF] A GA--ANN HYBRID MODEL FOR PREDICTION AND OPTIMIZATION OF CO2 LASER-MIG HYBRID WELDING PROCESS.

S Chaki, S Ghosal - International Journal of Automotive & …, 2015 - ijame.ump.edu.my
The paper presents a hybrid model of an Artificial Neural Network (ANN) and Genetic
Algorithm (GA) for modeling of a hybrid laser welding process. This model is employed for …

[HTML][HTML] A study on prediction of weld geometry in laser overlap welding of low carbon galvanized steel using ANN-based models

K Oussaid, A El Ouafi - Journal of Software Engineering and …, 2019 - scirp.org
Predictive modelling for quality analysis becomes one of the most critical requirements for a
continuous improvement of reliability, efficiency and safety of laser welding process …