Digital transformation technologies of plastic compounds
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Name Woo Jin Choi Affiliation Chemical Materials Solutions Center, KRICT |
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Abstract
Namjung Cho, Jae Seong Park, In Kim, Yo Seph Han, Jin Suk Myung, Sun Woo Kim, Kwan Soo Yang, Minseon Byun, Jae Heung Lee and Woo Jin Choi
Chemical Materials Solutions Center, KRICT, South Korea
Plastic compounds are very versatile materials that have been widely used in automobiles, home appliances, and so on. Plastic compounds are composed of neat resin, functional filler, elastomer, and additives to show performance such as high strength, stiffness, impact resistance, electrical and thermal conductivity, etc. To develop the compounds, researchers have tried many combinations of raw materials and processing conditions. This procedure, however, required a long period and considerable money and reduced competitiveness. To strengthen the competitiveness and effectiveness of R&D for the compounds, we have researched the digital transformation technologies of plastic compounds. First, we standardized vocabulary, unit, classification system, and database schema. Second, data generation infrastructures (so-called, miniature data factory, MDF) and a data collection system to get a large dataset were equipped. Finally, we gathered the dataset of plastic compounds which consisted of data related to raw materials, composition, processing conditions, and properties of compounds; and applied machine learning technology to build the property prediction models of plastic compounds. In this presentation, we will introduce our activities related to the digital transformation of plastic compounds R&D that we have carried out for the last several years.
Biography
Digital transformation technologies of plastic compounds
Woo Jin Choi is a principal researcher at Chemical Materials Solutions Center and a director of Chemical Platform Technology Division, KRICT. His current research focuses on the mechanical properties of polymer materials, the construction of a materials database (Chemical materials information bank, CMiB), and a property prediction platform of plastic compounds (PolyMIDAS, Polymer Materials Information, Data, and AI System). He received his Ph.D. in Chemical Engineering from Korea Advanced Institute of Science and Technology (KAIST, 2004). He was a researcher at GS Caltex (2004-2009) and joined KRICT in 2009.