Machine learning in injection molding: an industry 4.0 method of quality prediction
One of the essential requirements of injection molding is to ensure the stable quality of the
parts produced. However, numerous processing conditions, which are often interrelated in …
parts produced. However, numerous processing conditions, which are often interrelated in …
Manufacturing signatures of injection molding and injection compression molding for micro-structured polymer fresnel lens production
Injection compression molding (ICM) provides enhanced optical performances of molded
polymer optics in terms of birefringence and transmission of light compared to Injection …
polymer optics in terms of birefringence and transmission of light compared to Injection …
Optimizing process parameters in micro injection moulding considering the part weight and probability of flash formation
This paper proposes an experimental procedure for selecting the optimal processing
parameters in micro injection moulding considering two quality features: flash formation and …
parameters in micro injection moulding considering two quality features: flash formation and …
Ultrasonic micromoulding: Process characterisation using extensive in-line monitoring for micro-scaled products
Industry-standard quality management systems such as Six Sigma and emerging Industry
4.0 compliant production processes demonstrate the importance of in-line condition …
4.0 compliant production processes demonstrate the importance of in-line condition …
Correlating nano-scale surface replication accuracy and cavity temperature in micro-injection moulding using in-line process control and high-speed thermal imaging
Micro-injection moulding (μIM) stands out as preferable technology to enable the mass
production of polymeric components with micro-and nano-structured surfaces. One of the …
production of polymeric components with micro-and nano-structured surfaces. One of the …
A study of micromanufacturing process fingerprints in micro-injection moulding for machine learning and Industry 4.0 applications
M Gülçür, B Whiteside - The International Journal of Advanced …, 2021 - Springer
This paper discusses micromanufacturing process quality proxies called “process
fingerprints” in micro-injection moulding for establishing in-line quality assurance and …
fingerprints” in micro-injection moulding for establishing in-line quality assurance and …
Effects of micro-injection moulding process parameters on accuracy and precision of thermoplastic elastomer micro rings
Micro-injection moulding (μIM) represents the only technology currently capable of enabling
the mass production of polymer micro-components. Although this process is mainly utilized …
the mass production of polymer micro-components. Although this process is mainly utilized …
Flexoelectric responses of circular rings
S Hu, H Li, H Tzou - Journal of Vibration and …, 2013 - asmedigitalcollection.asme.org
Dynamic sensing is essential to effective closed-loop control of precision structures. In a
centrosymmetric crystal subjected to inhomogeneous deformation, when piezoelectricity is …
centrosymmetric crystal subjected to inhomogeneous deformation, when piezoelectricity is …
Micro-injection moulding in-line quality assurance based on product and process fingerprints
Micro-injection moulding (μIM) is a replication-based process enabling the cost-effective
production of complex and net-shaped miniaturized plastic components. The micro-scaled …
production of complex and net-shaped miniaturized plastic components. The micro-scaled …
Effect of process parameters on flow length and flash formation in injection moulding of high aspect ratio polymeric micro features
This paper reports an investigation of the effects of process parameters on the quality
characteristics of polymeric parts produced by micro injection moulding (μIM) with two …
characteristics of polymeric parts produced by micro injection moulding (μIM) with two …