wzhut / Multi-Fidelity-High-Order-Gaussian-Processes-for-Physical-Simulation

Multi-Fidelity-High-Order-Gaussian-Processes-for-Physical-Simulation

This repository contains the code for MFHoGP paper.

If you find this useful, or if you use it in your work, please cite:

  @article{wang2020multi,
    title={Multi-Fidelity High-Order Gaussian Processes for Physical Simulation},
    author={Wang, Zheng and Xing, Wei and Kirby, Robert and Zhe, Shandian},
    journal={arXiv preprint arXiv:2006.04972}, 
    year={2020}
  }

Requirements

Python >= 3.6.0
Tensorflow >= 1.14
numpy >= 1.15.4

Instructions

1. Install the required packages.
2. Clone this repository.

Test Code

python test.py

Limited by github space, we only upload the first testing fold of Burger-400 with the number of bases as 5.