SYSTEMS AND METHODS FOR DISCOVERY OF POLYMER COMPOSITES FORMED OF NATURAL MATERIALS

    公开(公告)号:US20240287288A1

    公开(公告)日:2024-08-29

    申请号:US18590397

    申请日:2024-02-28

    IPC分类号: C08L5/00 G06N3/02

    CPC分类号: C08L5/00 G06N3/02

    摘要: A system for discovery of polymer composites can include one or more robotic systems and a machine learning system. The robotic system(s) can fabricate polymer composites, each comprising a mixture of at least two natural materials. The machine learning system can include a screening module, an input/output module, a data augmentation module, a training module, and a prediction module. The screening module can select a reduced design space for polymer composite mixture recipes. The input/output module can instruct the robotic system(s) to fabricate polymer composites and receive measurements of physical characteristics of the fabricated polymer composites to form a data set. The data augmentation module can augment the data set with virtual data points. The training module can train an artificial neural network (ANN) based on the augmented data set. The prediction module can predict a mixture recipe or physical characteristics for a desired polymer composite using the trained ANN.