Machine learning in modeling and sim...
Rabczuk, Timon.

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  • Machine learning in modeling and simulation = methods and applications /
  • 紀錄類型: 書目-電子資源 : Monograph/item
    正題名/作者: Machine learning in modeling and simulation/ edited by Timon Rabczuk, Klaus-Jürgen Bathe.
    其他題名: methods and applications /
    其他作者: Rabczuk, Timon.
    出版者: Cham :Springer International Publishing : : 2023.,
    面頁冊數: ix, 451 p. :ill. (chiefly color), digital ;24 cm.
    內容註: Machine Learning in Computer-Aided Engineering -- Artificial Neural Networks -- Gaussian Processes -- Machine Learning Methods for Constructing Dynamic Models from Data -- Physics-Informed Neural Networks: Theory and Applications -- Physics-Informed Deep Neural Operator Networks -- Digital Twin for Dynamical Systems -- Reduced Order Modeling -- Regression Models for Machine Learning -- Overview on Machine Learning Assisted Topology Optimization Methodologies -- Mixed-variable Concurrent Material, Geometry and Process Design in Integrated Computational Materials Engineering -- Machine Learning Interatomic Potentials: Keys to First-principles Multiscale Modeling.
    Contained By: Springer Nature eBook
    標題: Machine learning. -
    電子資源: https://doi.org/10.1007/978-3-031-36644-4
    ISBN: 9783031366444
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