A systematic literature review on recent trends of machine learning applications in additive manufacturing

MD Xames, FK Torsha, F Sarwar - Journal of Intelligent Manufacturing, 2023 - Springer
Additive manufacturing (AM) offers the advantage of producing complex parts more
efficiently and in a lesser production cycle time as compared to conventional subtractive …

Predicting part distortion field in additive manufacturing: a data-driven framework

O Aljarrah, J Li, A Heryudono, W Huang, J Bi - Journal of Intelligent …, 2023 - Springer
The underlying complicated spatiotemporal thermo-mechanical processes in additive
manufacturing (AM) technology pose challenges in predicting and optimizing the as-built …

Residual thermal stress prediction for continuous tool-paths in wire-arc additive manufacturing: A three-level data-driven method

Z Zhou, H Shen, B Liu, W Du, J Jin… - Virtual and Physical …, 2022 - Taylor & Francis
Continuous tool-path is often chose to improve the deposition efficiency and surface
accuracy of metal additive manufacturing, while it also causes large residual thermal stress …

Development and implementation of a software for wire arc additive manufacturing preprocessing planning: trajectory planning and machine code generation

RP Ferreira, LO Vilarinho, A Scotti - Welding in the World, 2022 - Springer
To overcome a shortage of flexible and low-cost solutions for wire arc additive
manufacturing (WAAM) preprocessing, this work's objective was to develop and validate an …

Small-batch product quality prediction using a novel discrete Choquet fuzzy grey model with complex interaction information

Q Xiao, M Gao, L Chen, M Goh - Information Sciences, 2024 - Elsevier
With manufacturing focused on multi-variety and small-batch intelligent production, the
challenge is to guarantee and ensure good product quality. This paper proposes a novel …

[HTML][HTML] Automobile-Demand Forecasting Based on Trend Extrapolation and Causality Analysis

Z Zhang, H Chai, L Wu, N Zhang, F Wu - Electronics, 2024 - mdpi.com
Accurate automobile-demand forecasting can provide effective guidance for automobile-
manufacturing enterprises in terms of production planning and supply planning. However …

Networked control system time-delay compensation based on PI-based dynamic matrix control

Z Tian - at-Automatisierungstechnik, 2021 - degruyter.com
The network-induced time-delay caused by the introduction of the communication network in
a networked control system has a great negative impact on the stability and performance of …

Influence of build orientation and support structure on additive manufacturing of human knee replacements: a computational study

S DeCarvalho, O Aljarrah, Z Chen, J Li - Medical & Biological Engineering …, 2024 - Springer
Developing patient-specific implants has an increasing interest in the application of
emerging additive manufacturing (AM) technologies. On the other hand, despite advances in …

Applications in Data-Driven Additive Manufacturing

M Safdar, G Lamouche, PP Paul, G Wood… - Engineering of Additive …, 2023 - Springer
AM lifecycle is divided into major sources, and preparation of data generated by each
source is discussed separately. These sources of features can be grouped into design …