Publications

Below are papers with assigned DOIs. More “informal” presentations can be found under Presentations. You can also find my publications on my Google Scholar profile.

* denotes equal contribution.

2024

WISE: full-Waveform variational Inference via Subsurface Extensions
Ziyi Yin*, Rafael Orozco*, Mathias Louboutin, and Felix J. Herrmann
In: Geophysics, Apr 2024
doi: 10.1190/geo2023-0744.1
[html] [pdf] [slides] [software]

Time-lapse full-waveform permeability inversion: a feasibility study
Ziyi Yin, Mathias Louboutin, Olav Møyner, and Felix J. Herrmann
Preprint, Mar 2024
doi: 10.48550/arXiv.2403.04083
[html] [pdf] [software]

A Digital Twin for Geological Carbon Storage with Controlled Injectivity
Abhinav Prakash Gahlot*, Haoyun Li*, Ziyi Yin, Rafael Orozco, and Felix J. Herrmann
Preprint, Mar 2024
doi: 10.48550/arXiv.2403.19819
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WISER: full-Waveform variational Inference via Subsurface Extensions with Refinements
Ziyi Yin*, Rafael Orozco*, Mathias Louboutin, and Felix J. Herrmann
Preprint, Mar 2024
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Velocity Continuation for Common Image Gathers with Fourier Neural Operators
Richard Rex, Ziyi Yin, and Felix J. Herrmann
Preprint, Mar 2024
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Enhancing Full-Waveform Variational Inference through Stochastic Resampling and Data Augmentation
Yunlin Zeng, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann
Preprint, Mar 2024
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2023

Inference of CO2 flow patterns – a feasibility study
Abhinav Prakash Gahlot, Huseyin Tuna Erdinc, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann
In: NeurIPS 2023 Workshop - Tackling Climate Change with Machine Learning, Dec 2023
doi: 10.48550/arXiv.2311.00290
[link] [pdf] [poster] [video] [media]

Solving multiphysics-based inverse problems with learned surrogates and constraints
Ziyi Yin, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann
In: Advanced Modeling and Simulation in Engineering Sciences, Oct 2023
doi: 10.1186/s40323-023-00252-0
[html] [pdf] [software]

3D seismic survey design by maximizing the spectral gap
Yijun Zhang*, Ziyi Yin*, Oscar López, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann
In: International Meeting for Applied Geoscience & Energy Expanded Abstracts, Aug 2023
doi: 10.1190/image2023-3895546.1
[pdf] [poster]

Learned multiphysics inversion with differentiable programming and machine learning
Mathias Louboutin*, Ziyi Yin*, Rafael Orozco, Thomas J. Grady II, Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Olav Møyner, Gerard J. Gorman, and Felix J. Herrmann
In: The Leading Edge, Jul 2023
doi: 10.1190/tle42070474.1
[html] [pdf] [media1] [media2] [media3]

Optimized time-lapse acquisition design via spectral gap ratio minimization
Yijun Zhang, Ziyi Yin, Oscar López, Ali Siahkoohi, Mathias Louboutin, Rajiv Kumar, and Felix J. Herrmann
In: Geophysics, Jul 2023
doi: 10.1190/geo2023-0024.1
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Model-Parallel Fourier Neural Operators as Learned Surrogates for Large-Scale Parametric PDEs
Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, and Felix J. Herrmann
In: Computers & Geosciences, Jun 2023
doi: 10.1016/j.cageo.2023.105402
[pdf] [software] [media]

Derisking geologic carbon storage from high-resolution time-lapse seismic to explainable leakage detection
Ziyi Yin, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, and Felix J. Herrmann
In: The Leading Edge, Jan 2023
doi: 10.1190/tle42010069.1
[html] [pdf] [software]

2022

De-risking Carbon Capture and Sequestration with Explainable CO2 Leakage Detection in Time-lapse Seismic Monitoring Images
Huseyin Tuna Erdinc*, Abhinav Prakash Gahlot*, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann
In: AAAI 2022 Fall Symposium - The Role of AI in Responding to Climate Challenges, Nov 2022
doi: 10.48550/arXiv.2212.08596
[pdf] [slides]

Learned coupled inversion for carbon sequestration monitoring and forecasting with Fourier neural operators
Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann
In: Second International Meeting for Applied Geoscience & Energy Expanded Abstracts (Student Oral Paper Honorable Mention) , Aug 2022, page 467-472
doi: 10.1190/image2022-3722848.1
[html] [pdf] [slides] [software] [media1] [media2]

Accelerating innovation with software abstractions for scalable computational geophysics
Mathias Louboutin, Philipp A. Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, and Felix J. Herrmann
In: Second International Meeting for Applied Geoscience & Energy Expanded Abstracts, Aug 2022, page 1482-1486
doi: 10.1190/image2022-3750561.1
[html] [pdf] [slides]

A simulation-free seismic survey design by maximizing the spectral gap
Yijun Zhang, Mathias Louboutin, Ali Siahkoohi, Ziyi Yin, Rajiv Kumar and Felix J. Herrmann
In: Second International Meeting for Applied Geoscience & Energy Expanded Abstracts, Aug 2022, page 15-20
doi: 10.1190/image2022-3751690.1
[html] [pdf] [slides] [software]

2021

Compressive time-lapse seismic monitoring of carbon storage and sequestration with the joint recovery model
Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann
In: First International Meeting for Applied Geoscience & Energy Expanded Abstracts, Sep 2021, page 3434-3438
doi: 10.1190/segam2021-3569087.1
[html] [pdf] [slides] [video] [software]

2020

Extended source imaging – a unifying framework for seismic & medical imaging
Ziyi Yin, Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Gabrio Rizzuti, and Felix J. Herrmann
In: SEG Technical Program Expanded Abstracts 2020, Sep 2020, page 3502-3506
doi: 10.1190/segam2020-3426999.1
[html] [pdf] [slides] [video] [software]

2019

Edge Detection and Enriched Subspaces
Ziyi Yin
In: Undergraduate honors thesis for Bachelor of Sciences with Highest Honors, Emory University, May 2019
[link]