๐๐จ๐ซ๐๐ฒ ๐๐๐ฏ๐๐ฅ๐จ๐ฉ๐ฌ ๐๐ข๐ ๐ก-๐๐ซ๐๐๐ข๐ฌ๐ข๐จ๐ง ๐๐๐ญ๐๐ซ๐ข๐๐ฅ๐ฌ ๐๐๐ฌ๐ข๐ ๐ง ๐๐๐๐ก๐ง๐จ๐ฅ๐จ๐ ๐ฒ ๐ญ๐จ ๐๐ง๐ก๐๐ง๐๐ ๐๐ ๐๐ ๐๐๐๐ฒ๐๐ฅ๐๐๐ข๐ฅ๐ข๐ญ๐ฒ
Toray Industries, Inc., announced today that it has developed a materials design technology that enables the highly accurate and efficient selection of #thermosettingresin materials, used as matrix resins (see note 1), that achieve both recyclability (ease of decomposition and reuse) and mechanical performance in carbon fiber reinforced plastics (CFRP). The company will demonstrate the technology in materials development in deploying highly recyclable #CFRP across diverse applications, including #aircraft, #automotive, and general industrial uses.
CFRP is increasingly being adopted as a structural material in applications such as aircraft and automobiles due to its lightweight nature and outstanding mechanical properties. At the same time, growing volumes of end-of-life CFRP are expected to drive increasing demand for recycling solutions. However, recycling thermosetting resins used in CFRP remains challenging. Technologies such as chemical recycling to recover raw materials and conversion to remoldable thermoplastic resins are required, resulting in high decomposition costs. In addition, achieving both high strength and durability while maintaining recyclability is difficult. Developing materials that satisfy these requirements simultaneously typically requires a lengthy development period.
Leveraging decades of accumulated expertise in CFRP design, #Toray has established a new material design technology that utilizes machine learning in the field of Materials Informatics (MI). It systematically organizes and trains data on the relationships between the molecular structures of resins in recycled CFRP and their recyclability and mechanical properties.
Toray’s model offers up to 25% improved prediction accuracy (note 2) than conventional counterparts when identifying matrix resin candidates that combine recyclability with excellent mechanical properties. The company also confirmed that resin compositions identified using this model, retained favorable decomposition and reuse characteristics even after being formed into CFRP. By applying the model, candidate materials can be efficiently narrowed down during the early stages of CFRP material design. This enables rapid design studies tailored to the performance requirements of applications such as aircraft and automobiles and is expected to reduce the number of candidate material evaluations through experiments and simulations by thousands to tens of thousands in the future.
Part of this technological progress was through the “Development of Circular Economy System” (note 4) initiative under Phase 3 of the Cross-ministerial Strategic Innovation Promotion Program of the Cabinet Office’s Council for Science, Technology and Innovation (note 3).
source : Toray

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