A review of machine learning for the optimization of production processes

D Weichert, P Link, A Stoll, S Rü**… - … International Journal of …, 2019 - Springer
Due to the advances in the digitalization process of the manufacturing industry and the
resulting available data, there is tremendous progress and large interest in integrating …

Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: A review

N Zhao, J Lian, P Wang, Z Xu - The International Journal of Advanced …, 2022 - Springer
The quality control of plastic products is an essential aspect of the plastic injection molding
(PIM) process. However, the warpage and shrinkage deformations continue to exist because …

[BOOK][B] Fundamentals of polymer engineering

A Kumar, RK Gupta - 2018 - taylorfrancis.com
Exploring the chemistry of synthesis, mechanisms of polymerization, reaction engineering of
step-growth and chain-growth polymerization, polymer characterization, thermodynamics …

Static and dynamic mechanical properties of 3D printed ABS as a function of raster angle

M Galeja, A Hejna, P Kosmela, A Kulawik - Materials, 2020 - mdpi.com
Due to the rapid growth of 3D printing popularity, including fused deposition modeling
(FDM), as one of the most common technologies, the proper understanding of the process …

Transfer-learning: Bridging the gap between real and simulation data for machine learning in injection molding

H Tercan, A Guajardo, J Heinisch, T Thiele… - Procedia Cirp, 2018 - Elsevier
In the field of manufacturing process planning and initial operation of machines, machine
parameters are often provided from few either expensive and time-consuming experiments …

Injection-molded natural fiber-reinforced polymer composites–a review

MS Rabbi, T Islam, GMS Islam - International Journal of Mechanical and …, 2021 - Springer
For the last couple of decades, researchers have been trying to explore eco-friendly
materials which would significantly reduce the dependency on synthetic fibers and their …

High-throughput in situ characterization of polymer crystallization under an intense flow, high pressure, and cooling gradient during injection molding

J Yin, LF Deng, GQ Ma, FY Wu, JZ Xu, X Gao… - …, 2023 - ACS Publications
Injection molding is a polymer-processing method widely used, which consumes about one-
third of global plastics and produces 80% of plastic parts. However, it is still challenging to in …

Recent progress in flow‐induced polymer crystallization

C Nie, F Peng, R Cao, K Cui, J Sheng… - Journal of Polymer …, 2022 - Wiley Online Library
During industrial processing, such as film blowing and injection molding, semicrystalline
polymers have to be subjected to external flow. Flow changes the nucleation rate, crystal …

[HTML][HTML] A Thorough Review of Emerging Technologies in Micro-and Nanochannel Fabrication: Limitations, Applications, and Comparison

K Karimi, A Fardoost, N Mhatre, J Rajan, D Boisvert… - Micromachines, 2024 - mdpi.com
In recent years, the field of micro-and nanochannel fabrication has seen significant
advancements driven by the need for precision in biomedical, environmental, and industrial …

Modeling and experimental studies on polymer melting and flow in injection molding

K Wilczyński, KJ Wilczyński, K Buziak - Polymers, 2022 - mdpi.com
Injection molding, in addition to extrusion, is the most important technology in the polymer
processing industry. When modeling injection molding, the global approach is necessary to …