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    Sensor-Integrated Inverse Design of Sustainable Food Packaging Materials via Generative Adversarial Networks by Yang Liu, Lanting Guo, Xiaoyu Hu, Mengjie Zhou

    Published 2025-05-01
    “…The model achieved a mean absolute error of 12 meV/atom for formation energy on the OMat24 test set (25% improvement over baseline models), while predictions of sensor-measured functional properties reached <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msup><mi>R</mi><mn>2</mn></msup></semantics></math></inline-formula> values of 0.84–0.89 through the integration of experimental measurements and physics-based proxy models. …”
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