... Graphical Abstract Figure porous metamaterial graph neural network variational graph autoencoder design optimization generative design connectivity data-driven design design of engineered materials system machine learning Division of Civil, Mechanical and Manufacturing Innovation...

... of engineered materials system design representation metamodeling National Science Foundation 10.13039/100000001 2045322 Office of Naval Research 10.13039/100000006 N00014-23-1-2485 Developments in modern electronic devices such as smartphones, computers, and medical devices [ 1...

... data-driven design design of engineered materials system design optimization design representation Directorate for Engineering 10.13039/100000084 2238038 National Aeronautics and Space Administration 10.13039/100000104 80NSSC21K1809 University of California 10.13039...

... Sobol’ sensitivity analysis machine learning latent variable Gaussian process mixed-variable design spaces Bayesian optimization design of engineered materials system metamodeling In the context of engineering design research, sensitivity analysis (SA) can be defined as the study of how...

... 11 08 2023 17 08 2023 11 09 2023 design methodology design of engineered materials system design optimization multi-objective optimization National Science Foundation 10.13039/100000001 CMMI 1825444 CMMI 1825521 This paper explores approaches to leverage...

... Projects Agency - Energy 10.13039/100006133 DE-AR0001209 high dimensional qualitative variables latent variable Gaussian process descriptors Bayesian optimization design of engineered materials system 22 05 2022 26 09 2022 27 09 2022 31 10 2022 Contributed...

... design for humans traumatic brain injury bio-inspired design design of engineered materials system creativity and concept generation 06 06 2022 12 09 2022 16 09 2022 06 10 2022 Contributed by the Design Theory and Methodology Committee of ASME for publication in the J...

... metamaterial phononic bandgap Gaussian mixture variational autoencoder Gaussian process iterative model updating multiobjective optimization artificial intelligence design of engineered materials system machine learning multiobjective optimization structural optimization 3M 10.13039...

... intelligence data-driven design design of engineered materials system National Science Foundation 10.13039/100000001 OAC 1835782 In this case study, we demonstrate the usefulness of the proposed method in data-driven multiscale designs by applying it to a large database of unit-cell...

... ) I in (6) , where I is the identity two-tensor. design of engineered materials system simulation-based design structural optimization Bone scaffolds are porous materials designed to offer an alternative to natural bone for use in bone grafting [ 1 ]. Bone grafting is a surgical...

... esign . 25 06 2020 09 02 2021 17 02 2021 24 03 2021 design for manufacturing design of engineered materials system lattice structures design for additive manufacturing Additive manufacturing (AM) processes have a number of advantages over traditional...