Introduction

I am currently pursuing my Ph.D. in the Department of Computational Mathematics Science and Engineering (CMSE) at Michigan State University, under the guidance of Prof. Songqiao “Shawn” Wei and Prof. Min Chen.

My research is focused on exploring machine learning and high-performance computing techniques, particularly in the context of computational seismic imaging. I’m also interested in how machine learning can be applied to solve other geophysical problems. As part of my research, I’ve developed a high-frequency full waveform inversion (FWI) model for the East Asia and Western Pacific subduction zones (EARA2023, currently under review at GJI).

In addition, I’ve created an advanced seismic arrival time detection system using deep neural networks in the spectrogram domain. This system employs the latest image segmentation approaches (PhaseNet-TF). I have also worked on an end-to-end machine learning workflow to detect minor earthquakes in the Tonga subduction zone, using seismic waveforms recorded by both land-based stations and ocean bottom seismometers (OBSs) (Deep learning for deep earthquakes, insight from Tonga subduction zone, currently under review at GJI).

I’m an active participant in open-source development, and I enjoy working with Python, Go, C/C++, and TypeScript. I’m also interested in Cloud Computing, and I’m currently working on a project to migrate my workflow to the cloud, supported by the MSU Cloud Computing Fellowship. This project involves using advanced tools like Kubeflow on Azure.

Experience

2022-05
2022-08
Software Engineering Intern (Meta ~ New York City, NY)
Worked at the Augmented Reality (AR) ranking team, and developed a machine learning model with metric learning that fine-tuned a computer vision model for Instagram’s augmented reality effects, enriching the visual feature for personalized recommendation systems.
2018-08
2024-03
PhD Student & Research Assistant (MSU ~ East Lansing, MI)
Work on seismic full waveform inversion & machine learning seismology.
2017-06
2017-09
Summer Research Intern (UCLA ~ Los Angeles, CA)
Mentored by Prof. Lingsen Meng and Dr. Hui Huang, and worked on detecting earthquake swarms and slow slips using the epidemic type aftershock sequence (ETAS) model before the 2011 Tohoko earthquake.
2016-09
2017-09
Teaching Assistant (USTC ~ Hefei, Anhui)
TAs of theoretical mechanics for the Department of Geophysics (With Prof. Yi Li), and electromagnetism for the Department of Electronic Engineering and Information Science (With Prof. Rongde Lu).
2014-08
2018-06
Undergraduate Student (USTC ~ Hefei, Anhui)
Mentored by Prof. Daoyuan Sun (Geophysics Thesis) and Prof. Guangzhong Sun (CS Thesis), and worked on accelerating earthquake wave simulation with high performance computing techniques.