A review on machine learning in 3D printing: applications, potential, and challenges

GD Goh, SL Sing, WY Yeong - Artificial Intelligence Review, 2021 - Springer
Additive manufacturing (AM) or 3D printing is growing rapidly in the manufacturing industry
and has gained a lot of attention from various fields owing to its ability to fabricate parts with …

Additive manufacturing review: early past to current practice

JJ Beaman, DL Bourell… - Journal of …, 2020 - asmedigitalcollection.asme.org
Additive manufacturing (AM) is a set of manufacturing processes that are capable of
producing complex parts directly from a computer model of the part. This review provides a …

Artificial neural network algorithms for 3D printing

MA Mahmood, AI Visan, C Ristoscu, IN Mihailescu - Materials, 2020 - mdpi.com
Additive manufacturing with an emphasis on 3D printing has recently become popular due
to its exceptional advantages over conventional manufacturing processes. However, 3D …

Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives

M Mozaffar, S Liao, X Xie, S Saha, C Park, J Cao… - Journal of Materials …, 2022 - Elsevier
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 …

[HTML][HTML] Convolutional Neural Network applications in additive manufacturing: A review

M Valizadeh, SJ Wolff - Advances in Industrial and Manufacturing …, 2022 - Elsevier
Additive manufacturing (AM) is a promising digital manufacturing approach that has seen
recent rapid growth. Despite the fast-growing nature of the technology, AM has been slowed …

A cautionary tale about the impact of AI on human design teams

G Zhang, A Raina, J Cagan, C McComb - Design Studies, 2021 - Elsevier
Highlights•The AI hurts the performance of high-performing human design teams.•The AI
boosts the initial performance of low-performing human design teams.•The AI reduces the …

State-of-the-art review of machine learning applications in additive manufacturing; from design to manufacturing and property control

GK Sarkon, B Safaei, MS Kenevisi, S Arman… - … Methods in Engineering, 2022 - Springer
In this review, some of the latest applicable methods of machine learning (ML) in additive
manufacturing (AM) have been presented and the classification of the most common ML …

Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel

S Yoo, S Lee, S Kim, KH Hwang, JH Park… - Structural and …, 2021 - Springer
Engineering design research integrating artificial intelligence (AI) into computer-aided
design (CAD) and computer-aided engineering (CAE) is actively being conducted. This …

Explainable artificial intelligence for manufacturing cost estimation and machining feature visualization

S Yoo, N Kang - Expert Systems with Applications, 2021 - Elsevier
Studies on manufacturing cost prediction based on deep learning have begun in recent
years, but the cost prediction rationale cannot be explained because the models are still …

A systematic review on data of additive manufacturing for machine learning applications: the data quality, type, preprocessing, and management

Y Zhang, M Safdar, J Xie, J Li, M Sage… - Journal of Intelligent …, 2023 - Springer
Additive manufacturing (AM) techniques are maturing and penetrating every aspect of the
industry. With more and more design, process, structure, and property data collected …