2024

Sparsity-promoting design under uncertainty for a char combustion problem

Yulin Guo, Dongjin Lee, Elle Lavichant, Boris Kramer

The 21st Working Conference of the IFIP Working Group 7.5 on Reliability and Optimization of Structural Systems UC Berkeley August 2024

2023

Adaptive surrogate improvement for high-dimensional problems

Yulin Guo, Paromita Nath, Sankaran Mahadevan, Paul Witherell

Engineering Mechanics Institute Conference Georgia Tech June 2023

2022

Surrogate modeling for engineering problems with high-dimensional input and output

Yulin Guo, Sankaran Mahadevan, Shunsaku Matsumoti, Shunsake Taba, Daigo Watanabe

Engineering Mechanics Institute Conference Johns Hopkins University June 2022

Surrogate modeling for high-dimensional engineering problems

Yulin Guo, Sankaran Mahadevan, Shunsaku Matsumoti, Shunsake Taba, Daigo Watanabe

SIAM Conference on Uncertainty Quantification Atlanta, GA April 2022

2021

Reduced-space surrogate models for high-dimensional input and output

Yulin Guo, Sankaran Mahadevan, Shunsaku Matsumoti, Shunsake Taba, Daigo Watanabe

Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology (MMLDT-CSET 2021), An IACM Conference UC San Diego September 2021

Surrogate modeling with high-dimensional input and output

Yulin Guo, Sankaran Mahadevan, Shunsaku Matsumoti, Shunsake Taba, Daigo Watanabe

AIAA Scitech 2021 Forum Virtual conference Januaray 2021