Print Email Facebook Twitter Retrosynthetic Life Cycle Assessment Title Retrosynthetic Life Cycle Assessment: A Short Perspective on the Sustainability of Integrating Thermoplastics and Artificial Intelligence Into Composite Systems Author Yaghoubi Nasrabadi, V. (TU Delft Group Yaghoubi Nasrabadi) Kumru, B. (TU Delft Group Kumru) Date 2024 Abstract Over the past 30 years, the polymer composite industry has flourished, producing advanced structural materials for the aviation, energy, and transportation sectors. However, the use of crosslinked thermoset matrices has been linked to significant end-of-life challenges, presenting a critical issue for the industry. Moreover, the industry is characterized by numerous labor-intensive processes. In alignment with Industry 4.0 principles, two major routes have been identified to enhance sustainability: the utilization of high-performance thermoplastic matrices and the integration of artificial intelligence in manufacturing. Nevertheless, there are substantial concerns regarding the life cycle assessment of these technologies, which are not accounted for in the initial calculations, including the environmental footprint of polymer synthesis and energy requirements for training AI. This perspective aims to address potential and significant CO2 emissions from chemical feedstocks and the high computing requirements of these new technologies. Subject artificial intelligenceneural architecture searchretrosynthetic LCAsustainable AIthermoplastic composites To reference this document use: http://resolver.tudelft.nl/uuid:c082f30a-0e3c-49c9-a062-e36ea9c00ec9 DOI https://doi.org/10.1002/adsu.202300543 ISSN 2366-7486 Source Advanced Sustainable Systems Part of collection Institutional Repository Document type journal article Rights © 2024 V. Yaghoubi Nasrabadi, B. Kumru Files PDF Advanced_Sustainable_Syst ... on_the.pdf 1.6 MB Close viewer /islandora/object/uuid:c082f30a-0e3c-49c9-a062-e36ea9c00ec9/datastream/OBJ/view