Intelligent injection molding on sensing, optimization, and control

P Zhao, J Zhang, Z Dong, J Huang… - Advances in Polymer …, 2020 - Wiley Online Library
Injection molding is one of the most significant material processing methods for mass
production of plastic products. It is widely used in various industry sectors, and its products …

Measurement techniques in injection molding: A comprehensive review of machine status detection, molten resin flow state characterization, and component quality …

NY Zhao, JF Liu, MY Su, ZB Xu - Measurement, 2024 - Elsevier
Injection molding is a widely favored method for accurately fabricating objects with intricate
geometries. However, the machine, melt, and product fluctuate from shot to shot due to …

Novel analysis methodology of cavity pressure profiles in injection-molding processes using interpretation of machine learning model

J Gim, B Rhee - Polymers, 2021 - mdpi.com
The cavity pressure profile representing the effective molding condition in a cavity is closely
related to part quality. Analysis of the effect of the cavity pressure profile on quality requires …

Interpretation of the effect of transient process data on part quality of injection molding based on explainable artificial intelligence

J Gim, LS Turng - International Journal of Production Research, 2023 - Taylor & Francis
This paper proposes an interpretation methodology for the effect of transient process data on
quality of injection molded parts. The transient process data measured in the actual …

In-situ melt flowability detection and product quality evaluation in injection molding: A simplified approach

NY Zhao, MC Bi, JF Liu, HP Fu, ZB Xu, Q Wu, J Zhou… - Measurement, 2024 - Elsevier
In-situ methods for monitoring flowability/weight can promote melt/product consistency in
continuous production lines. However, traditional rheometers don't fulfill manufacturing …

Intelligent dimensional prediction systems with real-time monitoring sensors for injection molding via statistical regression and artificial neural networks

JC Chen, G Guo, YH Chang - International Journal on Interactive Design …, 2023 - Springer
Dimensional defect is one of critical issues in injection molding. The consistency of
processing conditions can affect the dimensional stability of molded parts. In this paper, a …

In situ flow state characterization of molten resin at the inner mold in injection molding

N Zhao, J Liu, M Bi, Z Xu, J Zhou… - Journal of Applied …, 2024 - Wiley Online Library
Online viscosity information on processing lines can reflect the material flow resistance and
offer valuable guidance for manufacturing across various industries. Considering the …

Effect of injection speed on the mechanical properties of isotactic polypropylene micro injection molded parts based on a nanoindentation test

L Wang, Y Zhang, L Jiang, X Yang… - Journal of Applied …, 2019 - Wiley Online Library
Isotactic polypropylene micro parts were molded at different injection speeds by
microinjection molding. The morphology and micro structure were characterized by a …

Facile and ultrafast solid-state microwave approach to MnO2-NW@ Graphite nanocomposites for supercapacitors

Y Bi, A Nautiyal, H Zhang, H Yan, J Luo, X Zhang - Ceramics International, 2018 - Elsevier
MnO 2 nanowires/graphite nanocomposites (MnO 2-NW@ Graphite) were successfully
manufactured by an ultrafast, facile and cost-effective solid-state approach using microwave …

In Situ Rheodielectric, ex Situ 2D-SAXS, and Fourier Transform Rheology Investigations of the Shear-Induced Alignment of Poly(styrene-b-1,4-isoprene) Diblock …

T Meins, N Dingenouts, J Kübel, M Wilhelm - Macromolecules, 2012 - ACS Publications
A highly sensitive rheodielectric experimental setup was used to investigate the
macroscopic alignment of symmetric poly (styrene-b-1, 4-isoprene)(SI) diblock copolymers …