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ORCIDFelix J. Herrmann
Felix Johan Herrmann
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2020 – today
- 2024
[j20]Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Bas Peters, Felix J. Herrmann:
InvertibleNetworks.jl: A Julia package for scalable normalizing flows. J. Open Source Softw. 9(99): 6554 (2024)- [i48]Ziyi Yin
, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
WISE: full-Waveform variational Inference via Subsurface Extensions. CoRR abs/2401.06230 (2024) - [i47]Rafael Orozco, Felix J. Herrmann, Peng Chen:
Probabilistic Bayesian optimal experimental design using conditional normalizing flows. CoRR abs/2402.18337 (2024) - [i46]Ziyi Yin, Mathias Louboutin, Olav Møyner, Felix J. Herrmann:
Time-lapse full-waveform permeability inversion: a feasibility study. CoRR abs/2403.04083 (2024) - [i45]Rafael Orozco, Abhinav Prakash Gahlot, Felix J. Herrmann:
BEACON: Bayesian Experimental design Acceleration with Conditional Normalizing flows - a case study in optimal monitor well placement for CO2 sequestration. CoRR abs/2404.00075 (2024) - [i44]Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse Problems. CoRR abs/2405.05398 (2024) - [i43]Ziyi Yin, Rafael Orozco, Felix J. Herrmann:
WISER: multimodal variational inference for full-waveform inversion without dimensionality reduction. CoRR abs/2405.10327 (2024) - [i42]Huseyin Tuna Erdinc, Rafael Orozco, Felix J. Herrmann:
Generative Geostatistical Modeling from Incomplete Well and Imaged Seismic Observations with Diffusion Models. CoRR abs/2406.05136 (2024) - [i41]Abhinav Prakash Gahlot, Rafael Orozco, Ziyi Yin, Felix J. Herrmann:
An uncertainty-aware Digital Shadow for underground multimodal CO2 storage monitoring. CoRR abs/2410.01218 (2024) - [i40]Rafael Orozco, Huseyin Tuna Erdinc, Yunlin Zeng, Mathias Louboutin, Felix J. Herrmann:
Machine learning-enabled velocity model building with uncertainty quantification. CoRR abs/2411.06651 (2024) - 2023
- [j19]Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Solving multiphysics-based inverse problems with learned surrogates and constraints. Adv. Model. Simul. Eng. Sci. 10(1): 14 (2023) - [j18]Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann:
Model-parallel Fourier neural operators as learned surrogates for large-scale parametric PDEs. Comput. Geosci. 178: 105402 (2023) - [j17]Oscar López, Rajiv Kumar, Nick Moldoveanu, Felix J. Herrmann:
Spectral Gap-Based Seismic Survey Design. IEEE Trans. Geosci. Remote. Sens. 61: 1-9 (2023) - [c5]Rafael Orozco, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, Felix Johan Herrmann:
Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification. MIDL 2023: 332-349 - [c4]Rafael Orozco, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, Felix J. Herrmann:
Adjoint operators enable fast and amortized machine learning based Bayesian uncertainty quantification. Image Processing 2023 - [i39]Rafael Orozco, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, Felix J. Herrmann:
Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification. CoRR abs/2303.03478 (2023) - [i38]Mathias Louboutin, Ziyi Yin, Rafael Orozco, Thomas J. Grady II, Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Olav Møyner, Gerard J. Gorman, Felix J. Herrmann:
Learned multiphysics inversion with differentiable programming and machine learning. CoRR abs/2304.05592 (2023) - [i37]Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics. CoRR abs/2305.08733 (2023) - [i36]Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Solving multiphysics-based inverse problems with learned surrogates and constraints. CoRR abs/2307.11099 (2023) - [i35]Abhinav Prakash Gahlot, Huseyin Tuna Erdinc, Rafael Orozco, Ziyi Yin, Felix J. Herrmann:
Inference of CO2 flow patterns - a feasibility study. CoRR abs/2311.00290 (2023) - [i34]Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Bas Peters, Felix J. Herrmann:
InvertibleNetworks.jl: A Julia package for scalable normalizing flows. CoRR abs/2312.13480 (2023) - 2022
- [i33]Mathias Louboutin, Felix J. Herrmann:
Enabling wave-based inversion on GPUs with randomized trace estimation. CoRR abs/2201.06914 (2022) - [i32]Oscar López, Rajiv Kumar, Nick Moldoveanu, Felix J. Herrmann:
Graph Spectrum Based Seismic Survey Design. CoRR abs/2202.04623 (2022) - [i31]Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Velocity continuation with Fourier neural operators for accelerated uncertainty quantification. CoRR abs/2203.14386 (2022) - [i30]Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Learned coupled inversion for carbon sequestration monitoring and forecasting with Fourier neural operators. CoRR abs/2203.14396 (2022) - [i29]Mathias Louboutin, Philipp A. Witte, Ali Siahkoohi, Gabrio Rizzuti, Ziyi Yin, Rafael Orozco, Felix J. Herrmann:
Accelerating innovation with software abstractions for scalable computational geophysics. CoRR abs/2203.15038 (2022) - [i28]Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, Felix J. Herrmann:
Towards Large-Scale Learned Solvers for Parametric PDEs with Model-Parallel Fourier Neural Operators. CoRR abs/2204.01205 (2022) - [i27]Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging. CoRR abs/2204.11850 (2022) - [i26]Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, Felix J. Herrmann:
Reliable amortized variational inference with physics-based latent distribution correction. CoRR abs/2207.11640 (2022) - [i25]Ziyi Yin, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, Felix J. Herrmann:
De-risking geological carbon storage from high resolution time-lapse seismic to explainable leakage detection. CoRR abs/2211.03527 (2022) - [i24]Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Ziyi Yin, Mathias Louboutin, Felix J. Herrmann:
De-risking Carbon Capture and Sequestration with Explainable CO2 Leakage Detection in Time-lapse Seismic Monitoring Images. CoRR abs/2212.08596 (2022) - 2021
- [i23]Ali Siahkoohi, Gabrio Rizzuti, Mathias Louboutin, Philipp A. Witte, Felix J. Herrmann:
Preconditioned training of normalizing flows for variational inference in inverse problems. CoRR abs/2101.03709 (2021) - [i22]Mathias Louboutin, Felix J. Herrmann:
Ultra-low memory seismic inversion with randomized trace estimation. CoRR abs/2104.00794 (2021) - [i21]Ali Siahkoohi, Felix J. Herrmann:
Learning by example: fast reliability-aware seismic imaging with normalizing flows. CoRR abs/2104.06255 (2021) - [i20]Ziyi Yin, Mathias Louboutin, Felix J. Herrmann:
Compressive time-lapse seismic monitoring of carbon storage and sequestration with the joint recovery model. CoRR abs/2104.07173 (2021) - [i19]Mathias Louboutin, Ali Siahkoohi, Rongrong Wang, Felix J. Herrmann:
Low-memory stochastic backpropagation with multi-channel randomized trace estimation. CoRR abs/2106.06998 (2021) - 2020
- [j16]Emmanouil Daskalakis, Felix J. Herrmann, Rachel Kuske:
Accelerating Sparse Recovery by Reducing Chatter. SIAM J. Imaging Sci. 13(3): 1211-1239 (2020) - [j15]Fabio Luporini, Mathias Louboutin, Michael Lange, Navjot Kukreja, Philipp A. Witte, Jan Hückelheim, Charles Yount, Paul H. J. Kelly, Felix J. Herrmann, Gerard J. Gorman:
Architecture and Performance of Devito, a System for Automated Stencil Computation. ACM Trans. Math. Softw. 46(1): 6:1-6:28 (2020) - [j14]Philipp A. Witte, Mathias Louboutin, Henryk Modzelewski, Charles Jones, James Selvage, Felix J. Herrmann:
An Event-Driven Approach to Serverless Seismic Imaging in the Cloud. IEEE Trans. Parallel Distributed Syst. 31(9): 2032-2049 (2020) - [i18]Ali Siahkoohi, Gabrio Rizzuti, Felix J. Herrmann:
A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification. CoRR abs/2001.04567 (2020) - [i17]Ali Siahkoohi, Gabrio Rizzuti, Felix J. Herrmann:
Uncertainty quantification in imaging and automatic horizon tracking: a Bayesian deep-prior based approach. CoRR abs/2004.00227 (2020) - [i16]Mi Zhang, Ali Siahkoohi, Felix J. Herrmann:
Transfer learning in large-scale ocean bottom seismic wavefield reconstruction. CoRR abs/2004.07388 (2020) - [i15]Ziyi Yin, Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Gabrio Rizzuti, Felix J. Herrmann:
Extended source imaging, a unifying framework for seismic & medical imaging. CoRR abs/2004.07389 (2020) - [i14]Gabrio Rizzuti, Ali Siahkoohi, Philipp A. Witte, Felix J. Herrmann:
Parameterizing uncertainty by deep invertible networks, an application to reservoir characterization. CoRR abs/2004.07871 (2020) - [i13]Mathias Louboutin, Fabio Luporini, Philipp A. Witte, Rhodri Nelson, George Bisbas, Jan Thorbecke, Felix J. Herrmann, Gerard Gorman:
Scaling through abstractions - high-performance vectorial wave simulations for seismic inversion with Devito. CoRR abs/2004.10519 (2020) - [i12]Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Felix J. Herrmann:
Faster Uncertainty Quantification for Inverse Problems with Conditional Normalizing Flows. CoRR abs/2007.07985 (2020)
2010 – 2019
- 2019
- [j13]Curt Da Silva, Felix J. Herrmann:
A Unified 2D/3D Large-Scale Software Environment for Nonlinear Inverse Problems. ACM Trans. Math. Softw. 45(1): 7:1-7:35 (2019) - [i11]Bas Peters, Felix J. Herrmann:
Algorithms and software for projections onto intersections of convex and non-convex sets with applications to inverse problems. CoRR abs/1902.09699 (2019) - [i10]Bas Peters, Felix J. Herrmann:
Generalized Minkowski sets for the regularization of inverse problems. CoRR abs/1903.03942 (2019) - [i9]Philipp A. Witte, Mathias Louboutin, Henryk Modzelewski, Charles Jones, James Selvage, Felix J. Herrmann:
An Event-Driven Approach to Serverless Seismic Imaging in the Cloud. CoRR abs/1909.01279 (2019) - [i8]Felix J. Herrmann, Ali Siahkoohi, Gabrio Rizzuti:
Learned imaging with constraints and uncertainty quantification. CoRR abs/1909.06473 (2019) - [i7]Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Neural network augmented wave-equation simulation. CoRR abs/1910.00925 (2019) - [i6]Philipp A. Witte, Mathias Louboutin, Charles Jones, Felix J. Herrmann:
Serverless seismic imaging in the cloud. CoRR abs/1911.12447 (2019) - 2018
- [j12]Ernie Esser, Lluís Guasch, Tristan van Leeuwen, Aleksandr Y. Aravkin, Felix J. Herrmann:
Total Variation Regularization Strategies in Full-Waveform Inversion. SIAM J. Imaging Sci. 11(1): 376-406 (2018) - [i5]Fabio Luporini, Michael Lange, Mathias Louboutin, Navjot Kukreja, Jan Hückelheim, Charles Yount, Philipp A. Witte, Paul H. J. Kelly, Gerard J. Gorman, Felix J. Herrmann:
Architecture and performance of Devito, a system for automated stencil computation. CoRR abs/1807.03032 (2018) - [i4]Mathias Louboutin, Michael Lange, Fabio Luporini, Navjot Kukreja, Philipp A. Witte, Felix J. Herrmann, Paulius Velesko, Gerard J. Gorman:
Devito: an embedded domain-specific language for finite differences and geophysical exploration. CoRR abs/1808.01995 (2018) - 2017
- [j11]Mathias Louboutin, Michael Lange, Felix J. Herrmann, Navjot Kukreja, Gerard Gorman:
Performance prediction of finite-difference solvers for different computer architectures. Comput. Geosci. 105: 148-157 (2017) - [j10]Rajiv Kumar, Oscar López, Damek Davis, Aleksandr Y. Aravkin, Felix J. Herrmann:
Beating Level-Set Methods for 5-D Seismic Data Interpolation: A Primal-Dual Alternating Approach. IEEE Trans. Computational Imaging 3(2): 264-274 (2017) - [i3]Curt Da Silva, Felix J. Herrmann:
A Unified 2D/3D Large Scale Software Environment for Nonlinear Inverse Problems. CoRR abs/1703.09268 (2017) - 2016
- [j9]Oscar López, Rajiv Kumar, Özgür Yilmaz, Felix J. Herrmann:
Off-the-Grid Low-Rank Matrix Recovery and Seismic Data Reconstruction. IEEE J. Sel. Top. Signal Process. 10(4): 658-671 (2016) - [i2]Mathias Louboutin, Michael Lange, Felix J. Herrmann, Navjot Kukreja, Gerard Gorman:
Performance prediction of finite-difference solvers for different computer architectures. CoRR abs/1608.03984 (2016) - 2015
- [c3]Ernie Esser, Tim T. Y. Lin, Felix J. Herrmann, Rongrong Wang:
Resolving scaling ambiguities with the ℓ1/ℓ2 norm in a blind deconvolution problem with feedback. CAMSAP 2015: 365-368 - 2014
- [j8]Aleksandr Y. Aravkin, Rajiv Kumar, Hassan Mansour, Ben Recht, Felix J. Herrmann:
Fast Methods for Denoising Matrix Completion Formulations, with Applications to Robust Seismic Data Interpolation. SIAM J. Sci. Comput. 36(5) (2014) - [j7]Tristan van Leeuwen, Felix J. Herrmann:
3D Frequency-Domain Seismic Inversion with Controlled Sloppiness. SIAM J. Sci. Comput. 36(5) (2014) - 2013
- [i1]Aleksandr Y. Aravkin, Rajiv Mittal, Hassan Mansour, Ben Recht, Felix J. Herrmann:
An SVD-free Pareto curve approach to rank minimization. CoRR abs/1302.4886 (2013) - 2012
- [j6]Aleksandr Y. Aravkin, Michael P. Friedlander, Felix J. Herrmann, Tristan van Leeuwen:
Robust inversion, dimensionality reduction, and randomized sampling. Math. Program. 134(1): 101-125 (2012) - [j5]Felix J. Herrmann, Michael P. Friedlander, Özgür Yilmaz:
Fighting the Curse of Dimensionality: Compressive Sensing in Exploration Seismology. IEEE Signal Process. Mag. 29(3): 88-100 (2012) - [c2]Aleksandr Y. Aravkin, Xiang Li, Felix J. Herrmann:
Fast seismic imaging for marine data. ICASSP 2012: 2517-2520 - [c1]Felix J. Herrmann:
Approximate message passing meets exploration seismology. SSP 2012: 25-28
2000 – 2009
- 2009
- [j4]Ewout van den Berg, Michael P. Friedlander, Gilles Hennenfent, Felix J. Herrmann, Rayan Saab, Özgür Yilmaz:
Algorithm 890: Sparco: A Testing Framework for Sparse Reconstruction. ACM Trans. Math. Softw. 35(4): 29:1-29:16 (2009) - 2006
- [j3]Gilles Hennenfent, Felix J. Herrmann:
Seismic Denoising with Nonuniformly Sampled Curvelets. Comput. Sci. Eng. 8(3): 16-25 (2006) - 2005
- [j2]Deilson de Melo Tavares, Liacir dos Santos Lucena, Heron A. Schots, Evaldo Cesario Mundim, Felix J. Herrmann:
The deconvolution of seismic data as a fluctuation analysis. Integr. Comput. Aided Eng. 12(1): 25-42 (2005) - [j1]Felix J. Herrmann:
Seismic deconvolution by atomic decomposition: A parametric approach with sparseness constraints. Integr. Comput. Aided Eng. 12(1): 69-90 (2005)
Coauthor Index
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