Impact of Injection Molding Parameters on Material Acoustic Parameters

Autor: Komeil Saeedabadi, Fabian Lickert, Henrik Bruus, Guido Tosello, Matteo Calaon

Publikováno v: Journal of Manufacturing and Materials Processing, Vol 7, Iss 6, p 222 (2023)

Understanding the relationship between injection molding parameters and the acoustic properties of polymers is crucial for optimizing the design and performance of acoustic-based polymer devices. In this work, the impact of injection molding paramete

Externí odkaz: https://doaj.org/article/c7c0c29e7dd94a458f916ce8f7441990

Machine Learning in Manufacturing towards Industry 4.0: From ‘For Now’ to ‘Four-Know’

Autor: Tingting Chen, Vignesh Sampath, Marvin Carl May, Shuo Shan, Oliver Jonas Jorg, Juan José Aguilar Martín, Florian Stamer, Gualtiero Fantoni, Guido Tosello, Matteo Calaon

Publikováno v: Applied Sciences, Vol 13, Iss 3, p 1903 (2023)

While attracting increasing research attention in science and technology, Machine Learning (ML) is playing a critical role in the digitalization of manufacturing operations towards Industry 4.0. Recently, ML has been applied in several fields of prod

Externí odkaz: https://doaj.org/article/d68ccbd963e74d07a6c405ea8841e24e

Functional Analysis Validation of Micro and Conventional Injection Molding Machines Performances Based on Process Precision and Accuracy for Micro Manufacturing

Autor: Matteo Calaon, Federico Baruffi, Gualtiero Fantoni, Ilenia Cirri, Marco Santochi, Hans Nørgaard Hansen, Guido Tosello

Publikováno v: Micromachines, Vol 11, Iss 12, p 1115 (2020)

Micro polymer parts can be usually manufactured either by conventional injection moulding (IM) or by micro-injection moulding (µIM). In this paper, functional analysis was used as a tool to investigate the performances of IM and µIM used to manufac

Externí odkaz: https://doaj.org/article/b31ea4c6a117416b86c2384de4cd8be0

Manufacturing Signatures of Injection Molding and Injection Compression Molding for Micro-Structured Polymer Fresnel Lens Production

Autor: Dario Loaldi, Danilo Quagliotti, Matteo Calaon, Paolo Parenti, Massimiliano Annoni, Guido Tosello

Publikováno v: Micromachines, Vol 9, Iss 12, p 653 (2018)

Injection compression molding (ICM) provides enhanced optical performances of molded polymer optics in terms of birefringence and transmission of light compared to Injection molding (IM). Nevertheless, ICM requires case-dedicated process optimization

Externí odkaz: https://doaj.org/article/f046ba89881e44e1a84e2b25e1a38611

Automated vision-based inspection of mould and part quality in soft tooling injection moulding using imaging and deep learning

Autor: Yang Zhang, Shuo Shan, Flavia D. Frumosu, Matteo Calaon, Wenzhen Yang, Yu Liu, Hans N. Hansen

Publikováno v: Zhang, Y, Shan, S, Frumosu, F D, Calaon, M, Yang, W, Liu, Y & Hansen, H N 2022, ' Automated vision-based inspection of mould and part quality in soft tooling injection moulding using imaging and deep learning ', C I R P Annals, vol. 71, no. 1, pp. 429-432 . https://doi.org/10.1016/j.cirp.2022.04.022

Automated real time quality monitoring is one of the key enablers for future high-speed production. In this research, an in-process monitoring procedure based on computer vision inspection and deep learning is proposed to indicate the tool and part q

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::f31adca0a1d8632b672546181f5ea54b
https://doi.org/10.1016/j.cirp.2022.04.022