A complete list of publications can be found on Google Scholar.

2025

1. Yanhua Liu, Xitong Zhang, Ilya Tsvankin, and Youzuo Lin, "Integrating Machine Learning with Simultaneous Quantile Regression for Uncertainty Estimation," The Leading Edge, 44(2), pp. 133-141, 2025. [Download]

2. Naveen Gupta, Medha Sawhney, Arka Daw, Youzuo Lin, Anuj Karpatne, A Unified Framework for Forward and Inverse Problems in Subsurface Imaging using Latent Space Translations, in the International Conference on Learning Representations (ICLR), 2025. [Download]

3. Junhuan Yang, Yuzhou Zhang, Yi Sheng, Youzuo Lin, Lei Yang, "A Novel Diffusion Model for Pairwise Geoscience Data Generation with Unbalanced Training Dataset," In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2025. [Download]

2024

1. Yinan Feng, Yinpeng Chen, Peng Jin, Shihang Feng, Youzuo Lin, "Auto-Linear Phenomenon in Subsurface Imaging," Proceedings of the 41st International Conference on Machine Learning, Vol. 235, 2024. [Download]

2. Daniel Manu, Abee Alazzawi, Jingjing Yao, Youzuo Lin, and Xiaolin Sun, "AsyncFedGAN: An Efficient and Staleness-Aware Asynchronous Federated Learning Framework for Generative Adversarial Networks," IEEE Transactions on Parallel and Distributed Systems, 2024. [Download]

3. Yi Sheng, Hanchen Wang, Yipei Liu, Junhuan Yang, Weiwen Jiang, Youzuo Lin, Lei Yang, "APS-USCT: Ultrasound Computed Tomography on Sparse Data via AI-Physic Synergy," International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024. [Download]

4. Yinan Feng, Yue Chen, and Youzuo Lin, "PreMevE-MEO: Predicting Ultra-Relativistic Electrons Using Observations from GPS Satellites," Space Weather, 22(10), e2024SW003975, 2024. [Download]

5. Muralikrishnan Gopalakrishnan Meena, Yu Zhang, Weiwen Jiang, Youzuo Lin, Stefanie Günther, Xinfeng Gao, "Towards a Quantum Algorithm for the Incompressible Nonlinear Navier-Stokes Equations," 2024 IEEE International Conference on Quantum Computing and Engineering (QCE), 2024. [Download]

6. Peng Jin, Yinan Feng, Shihang Feng, Hanchen Wang, Yinpeng Chen, Benjamin Consolvo, Zicheng Liu, Youzuo Lin, "An Empirical Study of Large-Scale Data-Driven Full Waveform Inversion," Scientific Reports, 14(1), 20034, 2024. [Download]

7. Junhuan Yang, Hanchen Wang, Yi Sheng, Youzuo Lin, Lei Yang, "EdGeo: A Physics-Guided Generative AI Toolkit for Geophysical Monitoring on Edge Devices," Proceedings of the 61st ACM/IEEE Design Automation Conference (DAC), 2024. [Download]

8. Weiwen Jiang and Youzuo Lin, "QuGeo: An End-to-End Quantum Learning Framework for Geoscience—A Case Study on Full-Waveform Inversion," Proceedings of the 61st ACM/IEEE Design Automation Conference (DAC), 2024. [Download]

9. Hanchen Wang, Shihang Feng, Qian Zhang, Young Jin Kim, Igor Savukov, Lan Yang, Youzuo Lin, "Fast and Accurate MEG Source Localization Using Deep Learning," Medical Imaging 2024: Physics of Medical Imaging, Vol. 12925, pp. 848-852, 2024. [Download]

10. Luke Lozenski, Hanchen Wang, Brendt Wohlberg, Umberto Villa, Youzuo Lin, "Learned Measurement Correction for Simplified Acoustic Forward Models in Ultrasound Computed Tomography," Medical Imaging 2024: Ultrasonic Imaging and Tomography, Vol. 12932, pp. 100-106, 2024. [Download]

11. Shengyu Chen, Shihang Fang, Yi Luo, Xiaowei Jia, Youzuo Lin, "BrainPuzzle: A New Data-Driven Method for Ultrasound Brain Imaging," Medical Imaging 2024: Ultrasonic Imaging and Tomography, Vol. 12932, pp. 206-211, 2024. [Download]

12.  David Alumbaugh, Erika Gasperikova, Dustin Crandall, Michael Commer, Shihang Feng, William Harbert, Yaoguo Li, Youzuo Lin, Savini Samarasinghe, "The Kimberlina Synthetic Multiphysics Dataset for CO₂ Monitoring Investigations," Geoscience Data Journal, Vol. 11, No. 2, pp. 216-234, 2024. [Download]

13. Shengyu Chen, Shihang Feng, Yao Huang, Zhou Lei, Xiaowei Jia, Youzuo Lin, Esteban Rougier, "HOSSNet: An Efficient Physics-Guided Neural Network for Simulating Micro-Crack Propagation," Computational Materials Science, Vol. 236, Article 112846, 2024. [Download]

14. Luke Lozenski, Hanchen Wang, Fu Li, Mark Anastasio, Brendt Wohlberg, Youzuo Lin, Umberto Villa, "Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography," IEEE Transactions on Computational Imaging, Vol. 10, pp. 69-82, 2024. [Download]

15. Yinan Feng, Emma E Goldberg, Michael Kupperman, Xitong Zhang, Youzuo Lin, Ruian Ke, "CovTransformer: A Transformer Model for SARS-CoV-2 Lineage Frequency Forecasting," Virus Evolution, Vol. 10, No. 1, Article veae086, 2024. [Download]

2023

1. Youzuo Lin, James Theiler, and Brendt Wohlberg, "Physics-Guided Data-Driven Seismic Inversion: Recent Progress and Future Opportunities in Full Waveform Inversion", IEEE-Signal Processing Magazine, 40(1), pp.115 - 133, 2023. [Download]

2. Min Zhu, Shihang Feng, Youzuo Lin, Lu Lu, "Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robustness", Computer Methods in Applied Mechanics and Engineering, Vol. 416, 2023. [Download]

3. David Alumbaugh, Erika Gasperikova, Dustin Crandall, Michael Commer, Shihang Feng, William Harbert, Yaoguo Li, Youzuo Lin and Savini Samarasinghe, “Kimberlina Synthetic Multiphysics Data Set for CO2 Monitoring Investigations,” Geoscience Data Journal, 2023 (accepted).

4. Zhirui Hu, Youzuo Lin, Qiang Guan and Weiwen Jiang, “Battle Against Fluctuating Quantum Noise: Compression-Aided Framework to Enable Robust Quantum Neural Network”, ACM/IEEE Design Automation Conference (DAC, Acceptance Rate: 23%), 2023. [Download]

5. Luke Lozenski, Hanchen Wang, Brendt Wohlberg, Umberto Villa, Youzuo Lin, "Data driven methods for ultrasound computed tomography", Proc. of SPIE Vol 12463, 124630Q-1, 2023. [Download]

6. Daniel Manu, Petro Mushidi Tshakwanda, Youzuo Lin, Weiwen Jiang, Lei Yang, "Seismic Waveform Inversion Capability on Resource-Constrained Edge Devices," Journal of Imaging 8(12), 312, 2023.[Download]

7. Evan S. Um, David Alumbaugh, Michael Commer, Shihang Feng, Erika Gasperikova, Yaoguo Li, Youzuo Lin, Savini Samarasinghe, "Deep Learning Multiphysics Network for Imaging CO₂ Saturation and Estimating Uncertainty in Geological Carbon Storage," Geophysical Prospecting, 72(1), 2023. [Download]

8. Shihang Feng, Hanchen Wang, Chengyuan Deng, Yinan Feng, Yanhua Liu, Min Zhu, Peng Jin, Yinpeng Chen, Youzuo Lin, "Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties," Advances in Neural Information Processing Systems, 36, 2023. [Download]

9. Congcong Yuan, Yiyu Ni, Youzuo Lin, Marine Denolle, "Better Together: Ensemble Learning for Earthquake Detection and Phase Picking," IEEE Transactions on Geoscience and Remote Sensing, 61, 2023. [Download]

10. Bian Li, Hanchen Wang, Shihang Feng, Xiu Yang, and Youzuo Lin,“Solving Seismic Wave Equations on Variable Velocity Models with Fourier Neural Operator,” IEEE Transactions on Geoscience and Remote Sensing, 61, 2023. [Download]

11. Yanhua Liu, Shihang Feng, Ilya Tsvankin, David Alumbaugh, and Youzuo Lin, “Joint Physics-Based and Data-Driven Time-Lapse Seismic Inversion: Mitigating Data Scarcity,” Geophysics, 88(1), pp. K1–K12, 2023. [Download]

2022

1. Xitong Zhang, Will Reichard-Flynn,  Miao Zhang, Matthew Hirn, and Youzuo Lin, "Spatio-Temporal Graph Convolutional Networks for Earthquake Source Characterization", Journal of Geophysical Research: Solid Earth, 127(11), 2022.  [Download]

2. Chengyuan Deng, Shihang Feng, Hanchen Wang, Xitong Zhang, Peng Jin, Yinan Feng, Qili Zeng, Yinpeng Chen, Youzuo Lin, "OpenFWI: Benchmark Seismic Datasets for Machine Learning-Based Full Waveform Inversion", the Conference on Neural Information Processing Systems (NeurIPS), 2022. [Download]

3. Jordan Bishop, Philip Blom, Jeremy Webster, William Reichard-Flynn, and Youzuo Lin, “Deep Learning Categorization of Infrasound Array Processing Data,''  Journal of the Acoustical Society of America, 2022. [Download]

4. Yanhua Liu, Shihang Feng, Ilya Tsvankin, David Alumbaugh, Youzuo Lin, “Joint physics-based and data-driven time-lapse seismic inversion: Mitigating data scarcity,” Second International Meeting for Applied Geoscience & Energy, 2022. [Download]

5. Shihang Feng, Peng Jin, Xitong Zhang, Yinpeng Chen, David Alumbaugh, Michael Commer, Youzuo Lin, “Extremely weak supervision inversion of multiphysical properties”, Second International Meeting for Applied Geoscience & Energy, 2022. [Download]

6. Zhirui Hu, Peiyan Dong, Zhepeng Wang, Youzuo Lin, Yanzhi Wang, Weiwen Jiang, "Quantum Neural Network Compression," the International Conference on Computer-Aided Design (ICCAD), 2022.  [Download]

7. Evan Schankee Um, David Alumbaugh, Michael Commer, Shihang Feng, Erika Gasperikova, Yaoguo Li, Youzuo Lin, Savini Samarasinghe, "Deep‐learning multiphysics network for imaging CO2 saturation and estimating uncertainty in geological carbon storage", Geophysical Prospecting,  2022. [Download]

8. Yinan Feng, Yinpeng Chen, Shihang Feng, Peng Jin, Zicheng Liu, Youzuo Lin, "An Intriguing Property of Geophysics Inversion", the International Conference on Machine Learning (ICML), 2022. [Download]

9. Evan Schankee Um, David Alumbaugh, Youzuo Lin and Shihang Feng, "Real-Time Deep-Learning Seismic-Full-Waveform Inversion for Estimating CO2 Saturation and Uncertainty for Monitoring Geological Carbon Storage", Geophysical Prospecting,  2022. [Download]

10. Yuxin Yang, Xitong Zhang, Qiang Guan, and Youzuo Lin, "Making Invisible Visible: Data-Driven Seismic Inversion with Spatio-temporally Constrained Data Augmentation", IEEE Transactions on Geoscience and Remote Sensing , Vol. 60, pp. 1 - 16, doi: 10.1109/TGRS.2022.3144636, 2022. [Download]

11. Peng Jin, Xitong Zhang, Yinpeng Chen, Sharon Xiaolei Huang, Zicheng Liu, and Youzuo Lin, "Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential in a Loop", the International Conference on Learning Representations (ICLR), 2022 (. [Download]

12. Youzuo Lin, Zhigang Zhang, and Lianjie Huang, Book Chapter, “Double-Difference Seismic-Waveform Inversion for Quantifying Subsurface Geophysical Properties Changes,” in "Geophysical Monitoring for Geologic Carbon Storage", 2022. [Download]

2021

1. Qili Zeng, Shihang Feng, Brendt Wohlberg, and Youzuo Lin, "InversionNet3D: Efficient and Scalable Learning for 3D Full Waveform Inversion", IEEE Transactions on Geoscience and Remote Sensing (IF: 5.63) , vol 60, pp. 1-16, 2021. [Download]

2. Hyung Jun Yang, Youzuo Lin, Brendt Wohlberg, and Daniel Tartakovsky, "Consensus equilibrium for subsurface delineation", Water Resources Research (IF: 4.36) , 57(10), e2021WR030151, 2021. [Download]

3. Shihang Feng, Youzuo Lin, and Brendt Wohlberg, "Multiscale Data-driven Seismic Full-waveform Inversion with Field Data Study", IEEE Transactions on Geoscience and Remote Sensing (IF: 5.63) , vol. 60, pp. 1-14, 2021. [Download]

4. Saurabh Sinha, Yue Chen, Youzuo Lin, and Rafael de Lima, "PreMevE Update: Forecasting Ultra-relativistic Electrons inside Earth's Outer Radiation Belt", Space Weather  (IF: 3.69), 19(9), e2021SW002773, 2021 . [Download]. 

5. Tiantong Wang, Daniel Trugman, and Youzuo Lin, “SeismoGen: Seismic Waveform Synthesis Using GAN with Application to Seismic Data Augmentation,” in  Journal of Geophysical Research: Solid Earth (IF: 3.63), 126 (4), e2020JB020077, 2021. [Download]

6. Shihang Feng, Xitong Zhang, Brendt Wohlberg, Neill Symons, and Youzuo Lin, "Connect the Dots: In Situ 4D Seismic Monitoring of CO2 Storage with Spatio-temporal CNNs", IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-16, 2021. [Download]

7. Erol Cromwell, Pin Shuai, Peishi Jiang, Ethan T. Coon, Scott L.  Painter, David Moulton, Youzuo Lin, and Xingyuan Chen, "Estimating Watershed Subsurface Permeability From Stream Discharge Data using Deep Neural Networks", Frontiers in Earth Science (IF: 2.69), 2021. (accepted). [Download]

8. Saurabh Sinha, Rafael Pires de Lima, Youzuo Lin, Alexander Y. Sun, Neill Symons, Rajesh Pawar, and George Guthrie, “Machine Learning Provides Effective Leak Detection in Carbon Sequestration Projects,” in  Journal of Petroleum Technology, 73(07), 67-68, 2021. [Download]

9. Yuxin Yang, Xitong Zhang, Qiang Guan, and Youzuo Lin, "Enhancing data-driven seismic inversion using physics-guided spatiotemporal data augmentation", in Proceeding of Society of Exploration Geophysics:1395-1399, 2021. [Download]

10.  Shihang Feng, Xitong Zhang, Brendt Wohlberg, Neill Symons, and Youzuo Lin, "Monitoring and forecasting CO2 storage in the Sleipner area with spatio-temporal CNNs", in Proceeding of Society of Exploration Geophysics:1686-1690, 2021. [Download]

2020

1. Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin, James Theiler, and Brendt Wohlberg “Physics-Consistent Data-driven Waveform Inversion with Adaptive Data Augmentation,” IEEE Geoscience and Remote Sensing Letters (IF: 3.83), vol. 19, pp. 1-5, 2022. [Download]

2. Saurabh Sinha, Rafael Pires de Lima, Youzuo Lin, Alexander Y. Sun, Neill Symons, Rajesh Pawar, and George Guthrie, "Normal or Abnormal? Machine Learning for the Leakage Detection in Carbon Sequestration Projects Using Pressure Field Data", International Journal of Greenhouse Gas Control (IF: 3.72), Vol. 103, 2020. [Download]

3. Zhongping Zhang and Youzuo Lin, “Data-driven Seismic Waveform Inversion: A Study on the Robustness and Generalization,” in IEEE Transactions on Geoscience and Remote Sensing (IF: 5.63), 58(10):6900-6913, 2020. [Download]

4. Rafael Pires de Lima, Yue Chen, and Youzuo Lin, “PreMevE 2.0: Forecast Megaelectron-Volt Electrons Inside Earth’s Outer Radiation Belt Based on Supervised Machine Learning Algorithms”, Space Weather (IF: 3.69), 18(2),  2020. [Download]

5. Elchin E. Jafarov, Dylan Harp, Ethan Coon, Baptiste Dafflon, Anh Phuong Tran, Adam Atchley, Youzuo Lin, and Cathy Wilson, “Estimation of subsurface porosities and thermal conductivity of polygonal tundra by coupled inversion of electrical resistivity, temperature, and moisture content data”, the Cryosphere (IF:5.9), 14, 77–91, 2020.  [Download]

6. Saurabh Sinha, Rafael Pires de Lima, Youzuo Lin, Alexander Y. Sun, Neill Symons, Rajesh Pawar, and George Guthrie, "Automated Leakage Identification in Carbon Sequestration Projects", in Proceeding of SPE Annual Technical Conference and Exhibition, 2020 [Download].   

11. Yuxin Yang, Ben Gremillion, Xitong Zhang, Youzuo Lin, Brendt Wohlberg and Qiang Guan, "How Good Is Your Scientific Data Generative Model?", ACM/IEEE  Super Computing Conference (SC20), Workshop on Artificial Intelligence an Machine Learning for Scientific Applications, 2020 [Accepted].

12. Youzuo Lin, Yue Wu, and Zhongping Zhang, "Full-waveform inversion with applications to subsurface characterization and breast cancer detection", in Proceeding of Society of Exploration Geophysics: 3497-3501, 2020. [Download]

13. Shihang Feng, Youzuo Lin, and Brendt Wohlberg, "Physically realistic training data construction for data-driven full-waveform inversion and traveltime tomography", in Proceeding of Society of Exploration Geophysics: 3472-3476, 2020. [Download]

14. Peng Jin, Shihang Feng, Youzuo Lin, Brendt Wohlberg, David Moulton, Erol Cromwell, and Xingyuan Chen, "CycleFCN: A physics-informed data-driven seismic waveform inversion method", in Proceeding of Society of Exploration Geophysics: 3867-3871, 2020. [Download]

15. Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin, James Theiler, and Brendt Wohlberg “Physics-Consistent Data-driven Seismic Inversion with Adaptive Data Augmentation,” NeurIPS Workshop on Machine Learning and the Physical Sciences, 2020. 

2019

1. Yue Wu and Youzuo Lin, “InversionNet: An Efficient and Accurate Data-driven Full Waveform Inversion,” IEEE Transactions on Computational Imaging (IF:4.5), 6(1):419-433, 2019. [Download]

2. Zheng Zhou, Youzuo Lin, Zhongping Zhang, Yue Wu, Zan Wang, Robert Dilmore, and George Guthrie, "A Data-Driven CO2 Leakage Detection Using Seismic Data and Spatial-Temporal Densely Connected Convolutional Neural Networks," International Journal of Greenhouse Gas Control (IF: 3.72), Vol 90, 2019. [Download]

3. Zheng Zhou, Youzuo Lin, Zhongping Zhang, YueWu, Paul Johnson, "Earthquake Detection in 1-D Time Series Data with Feature Selection and Dictionary Learning," Seismological Research Letters (IF: 4.546), 90(2A):563-572, 2019. [Download]

4. Yue Wu, Youzuo Lin, Zheng Zhou, David Chas Bolton, Ji Liu, Paul Johnson, “DeepDetect: A Cascaded Region-based Densely Connected Network for Seismic Event Detection,” in IEEE Transactions on Geoscience and Remote Sensing (IF: 5.63), 57(1), 62-75, 2019. [Download]

5. Zhongping Zhang, Zheng Zhou, Tianlang Chen, Youzuo Lin, “Adaptive Filtering for Event Recognition from Noisy Signal: An Application to Earthquake Detection,” IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP, Acceptance Rate: 46%), Page 3327-3331, 2019. [Download]

6. Zhongping Zhang, Yue Wu, Zheng Zhou, and Youzuo Lin, “VelocityGAN: Data-Driven Full-Waveform Inversion Using Conditional Adversarial Networks,” IEEE Winter Conf. on Applications of Computer Vision (WACV, Acceptance Rate: 39%), 2019. [Download]

7. Youzuo Lin, and Zhongping Zhang, ”Learning or memorizing: A study of generalization issues on data-driven seismic full-waveform inversion”, in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 73%): 2644-2648, 2019. [Download]

8. Ningyu Sha, Ming Yan, and Youzuo Lin, ”Efficient seismic denoising techniques using robust principal component analysis”, in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 73%): 2543-2547, 2019. [Download]

9. Rafael Pires de Lima, Youzuo Lin, and Kurt J. Marfurt, ”Transforming seismic data into pseudo-RGB images to predict CO2 leakage using pre-learned convolutional neural networks weights”, in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 73%): 2368-2372, 2019. [Download]

10. Rafael Pires de Lima and Youzuo Lin, ”Geophysical data integration and machine learning for multi-target leakage estimation in geologic carbon sequestration”, in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 73%): 2333-2337, 2019. [Download]

11. Tiantong Wang, Zhongping Zhang, and Youzuo Lin, ”EarthquakeGen: Earthquake generator using generative adversarial networks”, in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 73%): 2674-2678, 2019. [Download]

2018

1. Youzuo Lin, Shusen Wang, Jayaraman Thiagarajan, George Guthrie, David Coblentz, “Efficient Data-Driven Geologic Feature Characterization from Pre-stack Seismic Measurements using Randomized Machine-Learning Algorithm,” in Geophysical Journal International (IF: 2.77), 215 (3), 1900-1913, 2018. [Download]

2. Bailian Chen, Dylan Harp, Youzuo Lin, Elizabeth Keating and Rajesh Pawar, ”Geologic CO2 Sequestration Monitoring Design: A Machine Learning and Uncertainty Quantification Based Approach,” Applied Energy (IF: 8.42), 225(1), 332-345, 2018. [Download]

3. Yue Wu, Youzuo Lin, Zheng Zhou, “Inversionet: Accurate and efficient seismic-waveform inversion with convolutional neural networks” in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 58%): pp. 2096–2100, 2018. [Download]

4. Zheng Zhou, Youzuo Lin, Yue Wu, Zan Wang, Robert Dilmore, George Guthrie, “Spatial-temporal densely connected convolutional networks: An application to CO2 leakage detection” in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 58%): PP2136–2140, 2018. [Download]

2017

1. Youzuo Lin, Ellen B. Le, Daniel O’Malley, Velimir V. Vesselinov, and Tan Bui-Thanh, “Large-Scale Inverse Model Analyses Employing Fast Randomized Data Reduction”, Water Resources Research (IF: 4.14), 53 (8): 6784-6801, 2017. [Download]

2. Youzuo Lin and Lianjie Huang, “Building Subsurface Velocity Models with Sharp Interfaces Using Interface-Guided Seismic Full-Waveform Inversion”, Pure and Applied Geophysics (IF: 1.46), 174(11), 4035-4055, 2017. [Download]

3. Youzuo Lin, Brendt Wohlberg, and Velimir Vesselinov, ”ADMM Penalty Parameter Selection with Krylov Subspace Recycling Technique for Sparse Coding” in IEEE International Conference on Image Processing (ICIP, Acceptance Rate: 40%), 2017. [Download]

4. Youzuo Lin, “Multiple Queries of Information Retrieval using Krylov Subspace Method,” in 2017 IEEE International Conference on Data Mining Workshops (ICDMW, Acceptance Rate: 50%), PP531-538, 2017. [Download]

5. Youzuo Lin, Shusen Wang, Jayaraman Thiagarajan, George Guthrie, and David Coblentz, “Towards Real-Time Geologic Feature Detection from Seismic Measurements using a Randomized Machine-Learning Algorithm” in Proceeding of Society of Exploration Geophysics (SEG, Acceptance Rate: 68%), PP2143–2148, 2017. [Download]

2016

1. Youzuo Lin, Daniel O’Malley, Velimir V. Vesselinov, “A computationally efficient parallel Levenberg-Marquardt algorithm for highly parameterized inverse model analyses”, Water Resources Research (IF: 4.14), 52 (9): 69486977, 2016. [Download]

2. Youzuo Lin and Lianjie Huang, “Quantifying Subsurface Geophysical Properties Changes Using Double-Difference Seismic-Waveform Inversion with a Modified Total-Variation Regularization Scheme,” Geophysical Journal International (IF: 2.77), 203 (3): 2125-2149, 2016. [Download]

3. Youzuo Lin, Yudhishthir Kandel, Matthew Zotta, and Eric Lifshin, “SEM resolution improvement using semi-blind restoration with hybrid L1-L2 regularization”, Page: 33-36, IEEE Southwest Symposium on Image Analysis and Interpretation, Mar 2016. [Download]

4. Dylan R. Harp, Youzuo Lin, William Glassley, David E. Dempsey, Satish Karra, Mark Person, and Richard Middleton, “A Framework for Robust Analysis and Visualization of Geothermal Prospectivity,” Proceedings of the 41th Stanford Geothermal Workshop, vol. 41, February 2016. [Download]

5. Ting Chen, Kai Gao, Youzuo Lin, Lianjie Huang, John Queen, Joseph Moore, Ernest Majer, “Three-dimensional Elastic-waveform Inversion with Compressive Sensing for Imaging Geothermal Fields Using Sparse VSP Data,” Proceedings of the 41th Stanford Geothermal Workshop, vol. 41, February 2016. [Download]

6. Youzuo Lin and Lianjie Huang, “Least-Squares Reverse-Time Migration with Compressive Sensing for Sparse Seismic Data,” Proceedings of the 41th Stanford Geothermal Workshop, vol. 41, February 2016. [Download]

2015

1. Youzuo Lin, Ellen M. Syracuse, Monica Maceira, Haijiang Zhang and Carene Larmat, “Double-difference traveltime tomography with edge-preserving regularization and a priori interfaces,” Geophysical Journal International (IF: 2.77), 201 (2): 574-594, 2015. [Download]

2. Youzuo Lin and Lianjie Huang, “Acoustic- and Elastic-Waveform Inversion Using a Modified Total-Variation Regularization Scheme,” Geophysical Journal International (IF: 2.77), 200 (1): 489-502, 2015. [Download]

3. Miranda Intrator, Youzuo Lin, Ting Chen, Junseob Shin, Lianjie Huang, “Ultrasound bent-ray tomography with a modified total-variation regularization scheme,” Proc. SPIE 9419, Medical Imaging 2015: Ultrasonic Imaging, Tomography, and Therapy, DOI:10.1117/12.2082192, pp. (941917-1)-(941917-10), February 2015. [Download]

4. Lianjie Huang, Junseob Shin, Ting Chen, Youzuo Lin, Miranda Intrator, Kenneth Hanson, Katherine Epstein, Daniel Sandoval, Michael Williamson, “Breast ultrasound tomography with two parallel transducer arrays: preliminary clinical results,” Proc. SPIE 9419, Medical Imaging 2015: Ultrasonic Imaging, Tomography, and Therapy, DOI:10.1117/12.2082404, pp. (941916-1)-(941916-10), February 2015. [Download]

5. Youzuo Lin and Lianjie Huang, “Least-squares reverse-time migration with modified totalvariation regularization,” SEG Technical Program Expanded Abstracts 2015 (SEG, Acceptance Rate: 60%): 4264-4269, doi: 10.1190/segam2015-5914034.1. [Download]

6. Kai Gao, Youzuo Lin, Lianjie Huang, John Queen, Joseph Moore, Ernest Majer, “Anisotropic elastic waveform inversion with modified total-variation regularization,” SEG Technical Program Expanded Abstracts 2015 (SEG, Acceptance Rate: 60%): 5158-5163, doi: 10.1190/segam2015-5874837.1. [Download]

7. Youzuo Lin and Lianjie Huang, “Elastic-Waveform Inversion with Compressive Sensing for Sparse Seismic Data,” Proceedings of the 39th Stanford Geothermal Workshop, vol. 40, pp. 1031–1036, 2015. [Download]

2014

1. Youzuo Lin and Lianjie Huang, “Ultrasound waveform tomography with a spatially variant regularization scheme,” Proc. SPIE 9040, Medical Imaging 2014: Ultrasonic Imaging, Tomography, and Therapy, February 2014. [Download]

2. Lianjie Huang, Youzuo Lin, Zhigang Zhang, Yassin Labyed, Sirui Tan, Nghia Nguyen, Kenneth Hanson, Daniel Sandoval, Michael Williamson, “Breast ultrasound waveform tomography: using both transmission and reflection data, and numerical virtual point sources ,” Proc. SPIE 9040, Medical Imaging 2014: Ultrasonic Imaging, Tomography, and Therapy, DOI:10.10.1117/12.2043136, pp. 90400T1–90400T12, February 2014. [Download]

3. Youzuo Lin and Lianjie Huang, “Quantitative monitoring for geologic carbon storage using edge-preserving full-waveform inversion of time-lapse seismic data,” Proceeding of the 13th Annual Conference on Carbon Capture, Utilization & Storage, April 2014. [Download]

4. Youzuo Lin and Lianjie Huang, “Building subsurface velocity models with sharp interfaces and steeply-dipping fault zones using elastic-waveform inversion with edge-guided regularization,” Proceedings of the 39th Stanford Geothermal Workshop, vol. 39, pp. 871– 878, February 2014. [Download]

2013

1. Youzuo Lin, and Lianjie Huang, “Ultrasound waveform tomography with a modified totalvariation regularization scheme,” Proc. SPIE 8675, Medical Imaging 2013: Ultrasonic Imaging, Tomography, and Therapy, pp 86751F1–86751F9, February 2013. [Download]

2. Youzuo Lin and Lianjie Huang, “Accurate velocity estimation for steep fault zones using full-waveform inversion with edge-guided regularization,” Proceeding of the 35th Geothermal Resources Council Annual Meeting, vol. 37, pp. 1031–1036, Oct. 2013. [Download]

2012

1. Youzuo Lin, Lianjie Huang, Zhigang Zhang, “Ultrasound waveform tomography with the total-variation regularization for detection of small breast tumors,” Proc. SPIE 8320, Medical Imaging 2012: Ultrasonic Imaging, Tomography, and Therapy, DOI:10.1117/12.910765, pp. 8320021–8320029, February 2012. [Download]

2. Zhigang Zhang, Lianjie Huang, Youzuo Lin, “Efficient implementation of ultrasound waveform tomography using source encoding,” Proc. SPIE 8320, Medical Imaging 2012: Ultrasonic Imaging, Tomography, and Therapy, DOI:10.1117/12.910969, pp 8320031– 83200310, February 2012. [Download]

3. Lianjie Huang, Yassin Labyed, Youzuo Lin, Zhigang Zhang, Michael Williamson M.D., Robert Rosenberg M.D., Philip H. Heintz, Daniel Sandoval, “Detection of breast microcalcifications using synthetic-aperture ultrasound,” Proc. SPIE 8320, Medical Imaging 2012: Ultrasonic Imaging, Tomography, and Therapy, DOI:10.1117/12.910656, pp 83200H1–832003H8, February 2012. [Download]

4. Zhigang Zhang, Lianjie Huang, Youzuo Lin, “A wave-energy-based precondition approach to full-waveform inversion in the time domain,” Expanded Abstracts, Annual Meeting, Society of Exploration Geophysicists (SEG, Acceptance Rate: 60%),DOI: 10.1190/segam2012-1555.1, pp. 1–5, November 2012. [Download]

5. Youzuo Lin, Lianjie Huang, Zhigang Zhang, “Quantifying changes of geophysical properties in small regions within EGS reservoirs,” Proceedings of the 37th Stanford Geothermal Workshop, vol. 37, pp. 1197–1203, pp. 809–815,January 2012. [Download]

6. Zhigang Zhang, Lianjie Huang, Youzuo Lin, “Double-difference elastic-waveform inversion with weighted gradients for monitoring EGS reservoirs,” Proceedings of the 37th Stanford Geothermal Workshop, vol. 37, pp. 1197–1203, January 2012. [Download]

2011

1. Rosemary Renaut, Youzuo Lin, and Hongbin Guo, “Multisplitting for regularized least squares with krylov subspace recycling,” Numerical Linear Algebra with Applications (IF: 1.29), vol. 19, issue. 4, DOI: 10.1002/nla.797, pp. 655–676, 2011. [Download]

2. Youzuo Lin, Lianjie Huang, Zhigang Zhang, “Quantitative monitoring enhanced geothermal systems using double-difference waveform inversion with spatially-variant-total-variation regularization,” Proceeding of the 35th Geothermal Resources Council Annual Meeting, vol. 35, pp. 1703–1708, Oct. 2011. [Download]

3. Youzuo Lin, Zhigang Zhang, Lianjie Huang, “Spatially-variant Tikhonov regularization for double-difference waveform inversion,” Proceeding of the 10th Annual Conference on Carbon Capture & Sequestration, May 2011. [Download]

4. Zhigang Zhang, Youzuo Lin, and Lianjie Huang, “Full-waveform inversion in the time domain with an energy-weighted gradient,” Expanded Abstracts, Annual Meeting, Society of Exploration Geophysicists (SEG, Acceptance Rate: 60%), pp. 2772–2776, Sept. 2011. [Download]

2010

1. Youzuo Lin, BrendtWohlberg, and Hongbin Guo, “UPRE method for total variation parameter selection,” Signal Processing (IF: 4.08), vol. 90, no. 8, pp. 2546–2551, Aug. 2010. [Download]

2008

1. Youzuo Lin and Brendt Wohlberg, “Application of the UPRE method to optimal parameter selection for large scale regularization problems,” 2008 IEEE Southwest Symposium on Image Analysis and Interpretation, Mar 2008, pp. 89-92. [Download]

2. Richard Barnard, Yutheeka Gadhyan, Youzuo Lin, Lin Tong, Jiaping Wang, Guangjin Zhong, Anthony Kearsley, “Modeling the background noise in a mass spectrometer for denoising applications,” Mathematical Modeling in Industry XII Workshop, Institute for Mathematics and Its Applications, University of Minnesota, Aug. 2008. [Download]

2006

1. Felix Krahmer, Youzuo Lin, Bonnie McAdoo, Katharine Ott, Jiakou Wang, David Widemann, Brendt Wohlberg, “Blind image deconvolution: motion blur estimation,” Mathematical Modeling in Industry X Workshop, Institute for Mathematics and Its Applications, University of Minnesota, Aug. 2006.[Download]