Engineering applications of artificial intelligence in mechanical design and optimization

J Jenis, J Ondriga, S Hrcek, F Brumercik, M Cuchor… - Machines, 2023 - mdpi.com
This study offers a complete analysis of the use of deep learning or machine learning, as
well as precise recommendations on how these methods could be used in the creation of …

A metamodel using neural networks and genetic algorithms for an integrated optimal design of mechanisms

JL Marcelin - The International Journal of Advanced Manufacturing …, 2004 - Springer
This work examines the possibility of using genetic algorithms and some neural networks to
optimise mechanisms. A detailed example shows that using this stochastic method along …

Artificial Intelligence in Engineering

M Khaleel, AA Ahmed, A Alsharif - Brilliance: Research of …, 2023 - jurnal.itscience.org
Artificial intelligence (AI) has moved past its primitive stages and is now poised to
revolutionize various fields, making it a disruptive technology. This technology is expected to …

Design optimization with back-propagation neural networks

SJ Lee, H Chen - Journal of Intelligent Manufacturing, 1991 - Springer
A methodology with back-propagation neural network models is developed to explore the
artificial neural nets (ANN) technology in the new application territory of design optimization …

Neural computing in mechanics

P Zeng - 1998 - asmedigitalcollection.asme.org
Recently, the artificial neural network has experienced a surge in popularity and is now one
of the most rapidly expanding areas of research across many disciplines. The main reason …

Machine learning for engineering design

JH Panchal, M Fuge, Y Liu… - Journal of …, 2019 - asmedigitalcollection.asme.org
Modern machine learning (ML) techniques are transforming many disciplines ranging from
transportation to healthcare by uncovering patterns in data, developing autonomous …

Uses of artificial intelligence in design optimization

JS Arora, G Baenziger - Computer Methods in Applied Mechanics and …, 1986 - Elsevier
In this paper, basic ideas and concepts of using artificial intelligence in design optimization
of engineering systems are presented. The purpose of the study is to develop an expert …

enhancing the power of artificial intelligence in mechanical design

I Magomedov, E Belashova… - E3S Web of …, 2023 - e3s-conferences.org
Artificial intelligence-powered tools are emerging lately due to the improvement of
computational power and advancements in other fields. This technological progress has led …

A comparative evaluation of supervised machine learning classification techniques for engineering design applications

C Sharpe, T Wiest, P Wang… - Journal of …, 2019 - asmedigitalcollection.asme.org
Supervised machine learning techniques have proven to be effective tools for engineering
design exploration and optimization applications, in which they are especially useful for …

Artificial intelligence in engineering

DT Pham, PTN Pham - International Journal of Machine Tools and …, 1999 - Elsevier
This paper reviews five artificial intelligence tools that are most applicable to engineering
problems: knowledge-based systems, fuzzy logic, inductive learning, neural networks and …