Xihaier Luo
Hello there! At Brookhaven National Laboratory, I work as a Research Associate in the Machine Learning Group. I collaborate with Shinjae Yoo on machine learning and scientific computing. Previously, I received my Ph.D. in CE from the University of Notre Dame, where I collaborated with Ahsan Kareem on machine learning-based modeling, analysis, and simulation of dynamic systems.
Research work
2022
Comprehensive analysis of gene expression profiles to radiation exposure reveals molecular signatures of low-dose radiation response
IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2022
Luo, X., et al.
Conference's website   |   Preprint
Zero or Infinite Data? Knowledge Synchronized Machine Learning Emulation
NeurIPS 2022 AI for Science Workshop
Luo, X., Ren, Y., Xu, W., Yoo, S, Nadiga, B.T. and Kareem, A.
Conference's website  
A Bayesian Deep Learning Approach to Near-Term Climate Prediction
Journal of Advances in Modeling Earth Systems
Luo, X., Nadiga, B.T., Ren, Y., Park, J.H., Xu, W. and Yoo, S.
Publisher's website   |   Preprint   |   Code
2021
Feature Importance in a Deep Learning Climate Emulator
ICLR 2021 Workshop on Modeling Oceans and Climate Change
Xu, W., Luo, X., Ren, Y., Park, J.H., Yoo, S. and Nadiga, B.T.
Conference's website   |   Preprint
Dynamics of random pressure fields over bluff bodies: A dynamic mode decomposition perspective
Journal of Engineering Mechanics
Luo, X. and Kareem, A
Publisher's website   |   Preprint   |   Code
Probabilistic evolution of stochastic dynamical systems: A meso-scale perspective
Structural Safety
Yin, C., Luo, X., and Kareem, A
Publisher's website   |   Preprint
2020
Bayesian deep learning with hierarchical prior: Predictions from limited and noisy data
Structural Safety
Luo, X. and Kareem, A
Publisher's website   |   Preprint
2019
Deep convolutional neural networks for uncertainty propagation in random fields
Computer‐Aided Civil and Infrastructure Engineering
Luo, X. and Kareem, A
Publisher's website   |   Preprint   |   Code