Jiaxin Yu

Jiaxin Yu

PhD Candidate

Norwegian University of Science and Technology

Doctoral Visting Researcher

Stanford University

My research encompasses both theoretical investigations in the domains of rock and subsurface studies, as well as the practical application of AI technologies to geoscientific endeavors. On the theoretical front, my research interests are primarily centered around rock physics, granular medium theory, and poroelasticity. From an applied perspective, my focus lies in leveraging artificial intelligence for rock mineral identification, employing Graph Neural Networks (GNNs) for simulating granular mediums, and contributing to open-source initiatives dedicated to rock physics and computational geoscience projects.

I am currently a PhD Candidate, working in GAMES project and CGF center at Norwegian University of Science and Technology (NTNU), Norway. I am lucky to receive cosupervision from Alexey Stovas, Per Avseth and Kenneth Duffaut over the past three years. My PhD project started in August 2020 right in the middle of pandemic and I have successfully submitted my PhD thesis on 31.08.2023 and will be soon defending my PhD before the end of 2023. In winter and spring of 2023 I did a research stay as Visiting Doctoral Scholar at Stanford University, in Tapan Mukerji’s group. Before my PhD life, I received a master degree in applied geoscience from RWTH Aachen Univeristy, Germany. I wrote my master thesis in the CGRE (Computational Geoscience and Resevoir Engineering) group with Florian Wellmann, based on the work I did on the Mineral project.

Download my CV.

Interests
  • Rock Physics Thoery and Modeling
  • Granular Medium and Poroelasticity
  • Quantitative Interpretation and CCS Monitoring
  • Deep learning Mineral Identification
  • GNN Simulation of Granular Medium
  • Python Open Source Contribution
Education
  • Doctoral Visting Researcher, 2023

    Stanford Univeristy

  • PhD in Geophysics, 2023

    Norwegian University of Science and Technology, Norway

  • MSc in Applied Geoscience, 2020

    RWTH Aachen University, Germany

  • BSc in Geology, 2017

    China University of Petroleum, East China

Selected Awards

  • 2023 SSRN’s All Time Top Ten download Papers for Environmental Physics eJournal
  • 2023 Overseas Research Grant from The Research Council of Norway
  • 2022 Equinor Publication Fund
  • 2017 Outstanding Undergraduate Thesis Award
  • 2016 Wining Award in Fourth National Geological Skills Competition of College Students, Geological Society of China

Publications

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