Ramin Bostanabad
University of California, Irvine
H-index: 18
North America-United States
Top articles of Ramin Bostanabad
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Safeguarding Multi-fidelity Bayesian Optimization Against Large Model Form Errors and Heterogeneous Noise | Journal of Mechanical Design | Zahra Zanjani Foumani Amin Yousefpour Mehdi Shishehbor Ramin Bostanabad | 2024/6/1 |
Corrigendum to “Multi-Fidelity Cost-Aware Bayesian Optimization”[Computer Methods in Applied Mechanics and Engineering 407 (2023) 115937] | Computer Methods in Applied Mechanics and Engineering | Zahra Zanjani Foumani Mehdi Shishehbor Amin Yousefpour Ramin Bostanabad | 2024/3/15 |
Data-driven physics-constrained recurrent neural networks for multiscale damage modeling of metallic alloys with process-induced porosity | Computational Mechanics | Shiguang Deng Shirin Hosseinmardi Libo Wang Diran Apelian Ramin Bostanabad | 2024/1/11 |
Parametric Encoding with Attention and Convolution Mitigate Spectral Bias of Neural Partial Differential Equation Solvers | arXiv preprint arXiv:2403.15652 | Mehdi Shishehbor Shirin Hosseinmardi Ramin Bostanabad | 2024/3/22 |
Multi-Fidelity Design of Porous Microstructures for Thermofluidic Applications | Journal of Mechanical Design | Chuanning Zhao Yoonjin Won Ramin Bostanabad | 2024/10 |
Neural Networks with Kernel-Weighted Corrective Residuals for Solving Partial Differential Equations | arXiv preprint arXiv:2401.03492 | Carlos Mora Amin Yousefpour Shirin Hosseinmardi Ramin Bostanabad | 2024/1/7 |
On the Effects of Heterogeneous Errors on Multi-fidelity Bayesian Optimization | arXiv preprint arXiv:2309.02771 | Zahra Zanjani Foumani Amin Yousefpour Mehdi Shishehbor Ramin Bostanabad | 2023/9/6 |
Unsupervised anomaly detection via nonlinear manifold learning | Journal of Computing and Information Science in Engineering | Amin Yousefpour Mehdi Shishehbor Zahra Zanjani Foumani Ramin Bostanabad | 2023/10/4 |
Adaptive spatiotemporal dimension reduction in concurrent multiscale damage analysis | Computational Mechanics | Shiguang Deng Diran Apelian Ramin Bostanabad | 2023/7 |
GP+: A Python Library for Kernel-based learning via Gaussian Processes | arXiv preprint arXiv:2312.07694 | Amin Yousefpour Zahra Zanjani Foumani Mehdi Shishehbor Carlos Mora Ramin Bostanabad | 2023/12/12 |
Multi-fidelity cost-aware Bayesian optimization | Computer Methods in Applied Mechanics and Engineering | Zahra Zanjani Foumani Mehdi Shishehbor Amin Yousefpour Ramin Bostanabad | 2023/3/15 |
Probabilistic neural data fusion for learning from an arbitrary number of multi-fidelity data sets | Computer Methods in Applied Mechanics and Engineering | Carlos Mora Jonathan Tammer Eweis-Labolle Tyler Johnson Likith Gadde Ramin Bostanabad | 2023/10/1 |
Systems and Methods for Smart Boiling Control | 2023/11/23 | ||
Mitigating the Effects of Source-Dependent Bias and Noise on Multi-Source Bayesian Optimization: Application to Materials Design | Zahra Zanjani Foumani Amin Yousefpour Mehdi Shishehbor Ramin Bostanabad | 2023/8/20 | |
Breaking Boundaries: Distributed Domain Decomposition with Scalable Physics-Informed Neural PDE Solvers | Arthur Feeney Zitong Li Ramin Bostanabad Aparna Chandramowlishwaran | 2023/11/12 | |
Data-driven calibration of multifidelity multiscale fracture models via latent map gaussian process | Journal of Mechanical Design | Shiguang Deng Carlos Mora Diran Apelian Ramin Bostanabad | 2023/1/1 |
Data Fusion as a Latent Space Learning Problem | Jonathan Tammer Eweis-Labolle Nicholas Oune Ramin Bostanabad | 2022/8/14 | |
Mosaic flows: A transferable deep learning framework for solving PDEs on unseen domains | Computer Methods in Applied Mechanics and Engineering | Hengjie Wang Robert Planas Aparna Chandramowlishwaran Ramin Bostanabad | 2022/2/1 |
Reduced-order multiscale modeling of plastic deformations in 3D alloys with spatially varying porosity by deflated clustering analysis | Computational Mechanics | Shiguang Deng Carl Soderhjelm Diran Apelian Ramin Bostanabad | 2022/9 |
Multi-Fidelity Reduced-Order Models for Multiscale Damage Analyses With Automatic Calibration | Shiguang Deng Carlos Mora Diran Apelian Ramin Bostanabad | 2022/8/14 |
Co-Authors
