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Measurement techniques in injection molding: A comprehensive review of machine status detection, molten resin flow state characterization, and component quality …
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 …
geometries. However, the machine, melt, and product fluctuate from shot to shot due to …
Current state of magnetic levitation and its applications in polymers: A review
Magnetic levitation (MagLev) is one of the novel methods that attracts attention from
researchers all over the world. It is an accurate and sensitive density testing method that can …
researchers all over the world. It is an accurate and sensitive density testing method that can …
Ultrasonic autofocus imaging of internal voids in multilayer polymer composite structures
Multilayer polymer composite structures have been playing important roles in various fields,
but the voids inside are not allowed in most scenarios. Ultrasonic technology has been …
but the voids inside are not allowed in most scenarios. Ultrasonic technology has been …
Hyperparameter optimization strategy of multilayer perceptron model for injection molding quality prediction
MS Huang, CH Chang - The International Journal of Advanced …, 2024 - Springer
The challenge of maintaining consistent quality in injection molding is critical, yet conducting
a comprehensive inspection is both costly and time consuming. Leveraging artificial …
a comprehensive inspection is both costly and time consuming. Leveraging artificial …
In-situ ultrasonic measurement of molten polymers during injection molding
Injection molding is regarded as the most significant process to manufacture high-quality
polymer products. However, the molten polymer undergoes drastic variations of temperature …
polymer products. However, the molten polymer undergoes drastic variations of temperature …
Visualization and monitoring of the injection molding process using ultrasonic phased array
K Ji, R Gao, H Chen, J Fu, P Zhao - Journal of Materials Processing …, 2024 - Elsevier
Injection molding is a significant means of producing high-quality plastic parts. In the
injection molding process, the microstructure of the product is directly determined by two …
injection molding process, the microstructure of the product is directly determined by two …
Ultrasonic thermal welding of immiscible thermoplastics via the third phase
G Zhang, J Qiu - Journal of Materials Processing Technology, 2022 - Elsevier
Ultrasonic weld (USW) techniques for thermoplastics are used to be limited identical
polymers, which obstruct the increasingly development of dissimilar polymers joining. In this …
polymers, which obstruct the increasingly development of dissimilar polymers joining. In this …
Longitudinal ultrasound measurements of polyethylene oxide across dilute to concentrated aqueous solutions
H Wu, M Wang, M Li, G ** - Polymer, 2024 - Elsevier
Measuring the properties of polymer solutions is crucial for understanding fundamental
polymer physics. The longitudinal ultrasound measurement method offers a promising …
polymer physics. The longitudinal ultrasound measurement method offers a promising …
In-situ density measurement for plastic injection molding via ultrasonic technology
Density variation during the injection molding process directly reflects the state of plastic
melt and contains valuable information for process monitoring and optimization. Therefore …
melt and contains valuable information for process monitoring and optimization. Therefore …
Enhancement of multilayer perceptron model training accuracy through the optimization of hyperparameters: a case study of the quality prediction of injection-molded …
Injection molding has been broadly used in the mass production of plastic parts and must
meet the requirements of efficiency and quality consistency. Machine learning can effectively …
meet the requirements of efficiency and quality consistency. Machine learning can effectively …