The Establishment of a
High-throughput Characterization Platform and Database for Film Blowing Processing-Structure-Performance
M.N. Zhang1, E.J. Yang1,
J.Y. Zhao1, W. Chen1*, P.C. Yin2, L.B. Li1*
1University
of Science and Technology of China, Hefei, 100083
2South
China University of Technology, Guangzhou, 510641
ABSTRACT: Film
blowing is an important material processing technology for preparing film
materials such as packing film. The process of film blowing is affected by the
external force field, the temperature field, polymer structure evolution, which
is a multi-physical field coupling process and hard to predict the structure
and performance of the film accurately. Therefore, the solution to many
problems in the film blowing process (such as multi-layer co-extrusion, polymer
structure evolution, etc.) will bring broader research and application prospects
for film blowing. In this work, we take advantage of the synchrotron radiation
X-ray technology and develop a set of A/B/A three-layer co-extrusion film
blowing device used with it. Equipped with elevator, infrared temperature
measurement, and other support devices, the in-situ
detection for the multi-layer co-extrusion blowing process is realized, in
which we can obtain the bubble structure (precursor, lamella, etc.) and
evolution information (long period, orientation, crystallinity, etc.) of the
film blowing process. Based on this, we develop the X-ray analysis software smart X, which can perform X-ray
two-dimensional image correction, WAXS crystallinity calculation, SAXS
orientation calculation, and other functions. The in-situ research device of film processing has been designed and
manufactured. Through the connection with the film blowing device, the
mechanical and optical properties of the polymer film can be carried out.
Integrating the edge-detection algorithm based on RCF (Richer Convolutional Features)
neural network, the supporting software Blown is tested and developed, which
can be used to track the shape of the bubble in the process of film blowing.
Based on that, we then calculate the frost line and stability of the bubble.
Afterward, combined with the in-situ
research device, automatic operation, data collection, analysis, and real-time
storage can be realized. The work in this part has realized the rapid
quantitative characterization of polymer materials from the film manufacturing
to the mechanical and optical properties, which has provided the foundation for
the realization of intelligent processing of polymer equipment. A new idea for
the establishment of the relationship map between processing conditions -
structure - properties of polymer materials is provided in this work.
Keywords:
Film
blowing; Synchrotron radiation characterization; High-throughput
characterization platform; Neural network recognition algorithm
Wei Chen,Distinguished Associate Research Fellow, National Synchrotron Radiation Laboratory, University of Science and Technology of China. He received his bachelor's degree from The University of Science and Technology of China in 2011, and his PhD degree from the University of Akron in 2016. From 2016 to 2018, he worked as a postdoctoral fellow in Tongji University. In recent years, he has published 19 papers on ACS Macro Letters, Macromolecules and other academic journals.