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A comprehensive literature review of the applications of AI techniques through the lifecycle of industrial equipment
Driven by the ongoing migration towards Industry 4.0, the increasing adoption of artificial
intelligence (AI) has empowered smart manufacturing and digital transformation. AI …
intelligence (AI) has empowered smart manufacturing and digital transformation. AI …
Deep generative models in engineering design: A review
Automated design synthesis has the potential to revolutionize the modern engineering
design process and improve access to highly optimized and customized products across …
design process and improve access to highly optimized and customized products across …
Review of artificial intelligence applications in engineering design perspective
Having passed the primitive phases and starting to revolutionize many different fields in
some way, artificial intelligence is on its way to becoming a disruptive technology. It is also …
some way, artificial intelligence is on its way to becoming a disruptive technology. It is also …
Deep learning in computational mechanics: a review
The rapid growth of deep learning research, including within the field of computational
mechanics, has resulted in an extensive and diverse body of literature. To help researchers …
mechanics, has resulted in an extensive and diverse body of literature. To help researchers …
Generative AI and process systems engineering: The next frontier
This review article explores how emerging generative artificial intelligence (GenAI) models,
such as large language models (LLMs), can enhance solution methodologies within process …
such as large language models (LLMs), can enhance solution methodologies within process …
Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives
Today's manufacturing processes are pushed to their limits to generate products with ever-
increasing quality at low costs. A prominent hurdle on this path arises from the multiscale …
increasing quality at low costs. A prominent hurdle on this path arises from the multiscale …
Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel
Engineering design research integrating artificial intelligence (AI) into computer-aided
design (CAD) and computer-aided engineering (CAE) is actively being conducted. This …
design (CAD) and computer-aided engineering (CAE) is actively being conducted. This …
Beyond statistical similarity: Rethinking metrics for deep generative models in engineering design
Deep generative models such as Variational Autoencoders (VAEs), Generative Adversarial
Networks (GANs), Diffusion Models, and Transformers, have shown great promise in a …
Networks (GANs), Diffusion Models, and Transformers, have shown great promise in a …
Data-driven design-by-analogy: state-of-the-art and future directions
Abstract Design-by-analogy (DbA) is a design methodology wherein new solutions,
opportunities, or designs are generated in a target domain based on inspiration drawn from …
opportunities, or designs are generated in a target domain based on inspiration drawn from …
Data-driven generative design for mass customization: A case study
Generative design provides a promising algorithmic solution for mass customization of
products, improving both product variety and design efficiency. However, the current …
products, improving both product variety and design efficiency. However, the current …