Deep artificial neural network-powered phase field model for predicting damage characteristic in brittle composite under varying configurations

This work introduces a novel artificial neural network (ANN)-powered phase field model, offering rapid and precise predictions of fracture propagation in brittle materials. To improve the capabilities of the ANN model, we incorporate a loop of conditions into its core to regulate the absolute percen...

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Veröffentlicht in:Machine learning: science and technology 2024-06, Vol.5 (2), p.25062
Hauptverfasser: Nguyen, Hoang-Quan, Le, Ba-Anh, Tran, Bao-Viet, Vu, Thai-Son, Bui, Thi-Loan
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Sprache:eng
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