... a heterogeneous dimension transformation approach to bridge the gap in terms of input format between the low-fidelity and high-fidelity domains. Then, an explainable deep convolutional dimension-reduction network (ConvDR) is proposed to effectively reduce the dimensionality of the structural reliability problems...

... 02 02 2024 28 05 2024 mixed data convolutional neural network Gaussian process regression dimension reduction uncertainty quantification Additive manufacturing (AM) [ 1 – 3 ] is a revolutionary manufacturing technology with significant potential in reducing...