1 code implementation • 7 Apr 2024 • Wei Liu, Satyajit Mojumder, Wing Kam Liu, Wei Chen, Daniel W. Apley
We propose a simulation-free alternative that determines RVE size based only on a micrograph.
no code implementations • 3 Mar 2023 • Shengtong Zhang, Daniel W. Apley
Existing visualization tools do not allow one to visualize the effects of all the input variables simultaneously.
1 code implementation • 4 Nov 2022 • Suraj Yerramilli, Akshay Iyer, Wei Chen, Daniel W. Apley
However, this plug-in approach will not account for uncertainty in estimation of the LVs, which can be significant especially with limited training data.
no code implementations • 11 Jul 2022 • Hengrui Zhang, Wei Wayne Chen, Akshay Iyer, Daniel W. Apley, Wei Chen
Data-driven design shows the promise of accelerating materials discovery but is challenging due to the prohibitive cost of searching the vast design space of chemistry, structure, and synthesis methods.
no code implementations • 12 Dec 2020 • Kungang Zhang, Anh T. Bui, Daniel W. Apley
Supervised learning models are one of the most fundamental classes of models.
2 code implementations • 19 Jun 2018 • Yichi Zhang, Siyu Tao, Wei Chen, Daniel W. Apley
Computer simulations often involve both qualitative and numerical inputs.
2 code implementations • 27 Dec 2016 • Daniel W. Apley
When fitting black box supervised learning models (e. g., complex trees, neural networks, boosted trees, random forests, nearest neighbors, local kernel-weighted methods, etc.
Methodology
no code implementations • 2 Mar 2013 • Robert B. Gramacy, Daniel W. Apley
We provide a new approach to approximate emulation of large computer experiments.
Methodology Computation