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Keywords: graph neural network
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Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051701.
Paper No: MD-23-1349
Published Online: November 21, 2023
..., and vectorization from large pixel-based datasets. Second, this study constructs BIGNet, a two-tier Brand Identification Graph Neural Network, to learn from both scalar vector graphics’ curve-level and chunk-level parameters. In the first case study, BIGNet not only classifies phone brands but also captures brand...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091703.
Paper No: MD-22-1713
Published Online: June 23, 2023
..., schools, etc.) would influence the formation of a strong connection or not. If so, to what extent do such factors play a role? To answer this question, we propose using graph neural networks (GNNs), in which the concept of network embedding can capture and quantify the effect of local network structures...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021704.
Paper No: MD-21-1177
Published Online: September 21, 2021
... Email: caitlinm@mit.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 01 04 2021 26 08 2021 29 08 2021 21 09 2021 graph neural network geometric deep learning transfer learning surrogate model...