Reviews on machine learning approaches for process optimization in noncontact direct ink writing

H Zhang, SK Moon - ACS Applied Materials & Interfaces, 2021 - ACS Publications
Recently, machine learning has gained considerable attention in noncontact direct ink
writing because of its novel process modeling and optimization techniques. Unlike …

Additively manufactured strain sensors for in-pile applications

TL Phero, KA Novich, BC Johnson… - Sensors and Actuators A …, 2022 - Elsevier
Accurate, real-time monitoring of strain in fuel, cladding, and structural components of
nuclear reactors is critical to better understand radiation induced phenomena during reactor …

Applications and prospects of machine learning for aerosol jet printing: A review

S Guo, H Ko, A Wang - IISE Transactions, 2024 - Taylor & Francis
Abstract Aerosol Jet Printing (AJP) is an additive manufacturing process that deposits ink-
like materials suspended as an aerosol mist. AJP creates three-dimensional (3D) functional …

A computational fluid dynamics investigation of pneumatic atomization, aerosol transport, and deposition in aerosol jet printing process

R Salary, JP Lombardi… - Journal of Micro …, 2021 - asmedigitalcollection.asme.org
Aerosol jet printing (AJP) is a direct-write additive manufacturing technique, which has
emerged as a high-resolution method for the fabrication of a broad spectrum of electronic …

Modeling for silicone foam material extrusion with liquid rope coiling

D Ma, X Tian, J Han, L Xia - International Journal of Mechanical Sciences, 2023 - Elsevier
This research demonstrates a Modeling idea using parametric Modeling and considering
the process to predict coiling patterns effectively in open-cell foams material extrusion (MEX) …

A Real‐Time Process Diagnostic to Support Reliability, Control, and Fundamental Understanding in Aerosol Jet Printing

JD Rurup, EB Secor - Advanced Engineering Materials, 2024 - Wiley Online Library
Aerosol jet printing is a compelling technology for hybrid electronics, combining digital and
noncontact patterning with broad materials compatibility, resolution as fine as≈ 10 microns …

Mapping drift in morphology and electrical performance in aerosol jet printing

D Yoo, CM Mahoney, JR Deneault… - Progress in Additive …, 2021 - Springer
Aerosol jet printing (AJP) is a promising additive manufacturing technique for precise
customization of sophisticated, electrically functional devices. However, the vast parameter …

Strand width uniformly control for silicone extrusion additive manufacturing based on image processing

X Tian, Y Li, D Ma, J Han, L Xia - The International Journal of Advanced …, 2022 - Springer
The strand width during silicone extrusion additive manufacturing (AM) tends to be uneven
due to the viscosity change of non-Newtonian fluid silicone, the uncertain friction of the …

[HTML][HTML] Automatic in-situ error correction for 3D printed electronics

D Ahlers, F Wasserfall, J Hörber, J Zhang - Additive Manufacturing Letters, 2023 - Elsevier
Defects are a major issue in 3D printed electronics because even a tiny inaccuracy will lead
to a faulty electronic circuit. This article presents a novel approach to correct printing defects …

Autonomous optimization of process parameters and in-situ anomaly detection in aerosol jet printing by an integrated machine learning approach

H Zhang, J Huang, X Zhang, CN Wong - Additive Manufacturing, 2024 - Elsevier
Aerosol jet printing (AJP) is a newly-developed technology for printed electronics in additive
manufacturing (AM) industry. Compared to conventional printed electronics, AJP technology …