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    A Novel Mathematical Formulation for Density-Based Topology Optimization Method Considering Multi-Axis Machining Constraint 

    Source: Journal of Mechanical Design:;2022:;volume( 144 ):;issue: 006:;page 61702-1
    Author(s): Deng, Hao; To, Albert C.
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: This paper proposes a novel density-based method for structural design considering restrictions of multi-axis machining processes. A new mathematical formulation based on Heaviside function is presented to transform the ...
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    A Parametric Level Set Method for Topology Optimization Based on Deep Neural Network 

    Source: Journal of Mechanical Design:;2021:;volume( 143 ):;issue: 009:;page 091702-1
    Author(s): Deng, Hao; To, Albert C.
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: This paper proposes a new parametric level set method for topology optimization based on deep neural network (DNN). In this method, the fully connected DNN is incorporated into the conventional level set methods to construct ...
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