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"Online distortion simulation using generative machine learning models:" by Haochen Mu, Fengyang He et al.

In the era of Industry 4.0 and smart manufacturing, Wire Arc Additive Manufacturing (WAAM) stands at the forefront, driving a paradigm shift towards automated, digitalized production. However, online simulation remains a technical barrier toward building a Digital Twin (DT) for metallic AM due to the prolonged computing time of numerical simulations and limitations in accuracy of current data-driven models. This study addresses these issues by introducing an adaptive online simulation model for ...
Generative Adversarial Network Artificial Neural Networks Recurrent Neural Network Wire Arc Additive Manufacturing Digital Twin Vector Quantized Variational Autoencoder
Source: uow.edu.au

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"Application of numerical modeling in study of the behaviour of cable b" by Sina Anzanpour, Naj Aziz et al.

Over the past few decades, the rapid development of efficient mathematical algorithms and the increasing availability of powerful computers have made it possible to develop realistic constitutive models. With the development of highly sophisticated constitutive models, the Finite Element Method (FEM) has become an invaluable tool for predicting ultimate loads and the associated failure mechanisms. Consequently, more capable and realistic models can be developed to analyze and design various type...
Finite Element Method
Source: uow.edu.au

"CRITICAL STRESS DISTRIBUTION ASSOCIATED WITH NONMETALLIC INCLUSIONS IN" by Eduardo Tovar, Hongtao Zhu et al.

Nonmetallic inclusions or their chain-like distribution could cause shattered rims, a typical rolling contact fatigue failure of train wheels. The advanced experiment and FEM simulation strategy were developed to investigate the critical stress distribution associated with nonmetallic inclusions in high-speed train wheels. It has been found that most of the inclusions in the studied high-speed wheel have a length smaller than 9 Ξm. Hard inclusions (Al2O3) cause a significant stress concentratio...
Finite Element Method High Speed Train Onmetallic Inclusion Rolling Contact Fatigue Tress Concentration
Source: uow.edu.au

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