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Article Type: Research-Article
J Biomech Eng. January 2023, 145(1): 011006.
Paper No: BIO-22-1077
Published Online: August 19, 2022
Includes: Supplementary data
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Article Type: Technical Briefs
J Biomech Eng. January 2023, 145(1): 014501.
Paper No: BIO-21-1427
Published Online: August 19, 2022
Topics: Valves
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( a ) Illustration of the spatial patterns obtained from our Cahn–Hilliard ...
Published Online: August 19, 2022
Fig. 1 ( a ) Illustration of the spatial patterns obtained from our Cahn–Hilliard simulations where each row corresponds to the time evolution in a single simulation for c 0 = 0.5 (case 1), c 0 = 0.63 (case 2), and c 0 = 0.75 (case 3) shown in the... More
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( a ) A schematic of our ML metamodels that are used to predict change in s...
Published Online: August 19, 2022
Fig. 2 ( a ) A schematic of our ML metamodels that are used to predict change in strain energy Δ Ψ at a fixed level of applied displacement from each material property distribution. ( b ) A schematic of transfer learning whereby a model trained on one dataset (in this case a low fidelity ... More
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FID with respect to the number of epochs for the StyleGAN2-ADA, WGAN-CP, an...
Published Online: August 19, 2022
Fig. 3 FID with respect to the number of epochs for the StyleGAN2-ADA, WGAN-CP, and WGAN-GP ML-based generative models. In the right panel, we include examples of output patterns as model training proceeds to visualize the relationship between a lower FID value and improved resemblance to the real... More