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Journal Articles
- 2023
[j5]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)- [j4]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) - 2020
- [j3]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) - [j2]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) - 2017
- [j1]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)
Conference and Workshop Papers
- 2023
- [c6]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 - 2021
- [c5]George Bisbas, Fabio Luporini, Mathias Louboutin, Rhodri Nelson, Gerard J. Gorman, Paul H. J. Kelly:
Temporal blocking of finite-difference stencil operators with sparse "off-the-grid" sources. IPDPS 2021: 497-506 - 2019
- [c4]Navjot Kukreja, Jan Hückelheim, Mathias Louboutin, Paul D. Hovland, Gerard Gorman:
Combining Checkpointing and Data Compression to Accelerate Adjoint-Based Optimization Problems. Euro-Par 2019: 87-100 - 2017
- [c3]Michael Lange, Navjot Kukreja, Fabio Luporini, Mathias Louboutin, Charles Yount, Jan Hückelheim, Gerard J. Gorman:
Optimised finite difference computation from symbolic equations. SciPy 2017: 89-97 - 2016
- [c2]Navjot Kukreja, Mathias Louboutin, Felippe Vieira, Fabio Luporini, Michael Lange, Gerard Gorman:
Devito: Automated Fast Finite Difference Computation. WOLFHPC@SC 2016: 11-19 - [c1]Michael Lange, Navjot Kukreja, Mathias Louboutin, Fabio Luporini, Felippe Vieira, Vincenzo Pandolfo, Paulius Velesko, Paulius Kazakas, Gerard Gorman:
Devito: Towards a Generic Finite Difference DSL Using Symbolic Python. PyHPC@SC 2016: 67-75
Informal and Other Publications
- 2024
- [i36]Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
WISE: full-Waveform variational Inference via Subsurface Extensions. CoRR abs/2401.06230 (2024) - [i35]Ziyi Yin, Mathias Louboutin, Olav Møyner, Felix J. Herrmann:
Time-lapse full-waveform permeability inversion: a feasibility study. CoRR abs/2403.04083 (2024) - [i34]Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse Problems. CoRR abs/2405.05398 (2024) - 2023
- [i33]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) - [i32]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) - [i31]Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics. CoRR abs/2305.08733 (2023) - [i30]Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Solving multiphysics-based inverse problems with learned surrogates and constraints. CoRR abs/2307.11099 (2023) - [i29]George Bisbas, Rhodri Nelson, Mathias Louboutin, Paul H. J. Kelly, Fabio Luporini, Gerard Gorman:
Automated MPI code generation for scalable finite-difference solvers. CoRR abs/2312.13094 (2023) - [i28]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
- [i27]Mathias Louboutin, Felix J. Herrmann:
Enabling wave-based inversion on GPUs with randomized trace estimation. CoRR abs/2201.06914 (2022) - [i26]Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Velocity continuation with Fourier neural operators for accelerated uncertainty quantification. CoRR abs/2203.14386 (2022) - [i25]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) - [i24]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) - [i23]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) - [i22]Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging. CoRR abs/2204.11850 (2022) - [i21]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) - [i20]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
- [i19]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) - [i18]Mathias Louboutin, Felix J. Herrmann:
Ultra-low memory seismic inversion with randomized trace estimation. CoRR abs/2104.00794 (2021) - [i17]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) - [i16]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
- [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]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) - [i13]Navjot Kukreja, Jan Hückelheim, Mathias Louboutin, John Washbourne, Paul H. J. Kelly, Gerard J. Gorman:
Lossy Checkpoint Compression in Full Waveform Inversion. CoRR abs/2009.12623 (2020) - [i12]George Bisbas, Fabio Luporini, Mathias Louboutin, Rhodri Nelson, Gerard Gorman, Paul H. J. Kelly:
Temporal blocking of finite-difference stencil operators with sparse "off-the-grid" sources. CoRR abs/2010.10248 (2020) - 2019
- [i11]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) - [i10]Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Neural network augmented wave-equation simulation. CoRR abs/1910.00925 (2019) - [i9]Philipp A. Witte, Mathias Louboutin, Charles Jones, Felix J. Herrmann:
Serverless seismic imaging in the cloud. CoRR abs/1911.12447 (2019) - 2018
- [i8]Navjot Kukreja, Jan Hückelheim, Michael Lange, Mathias Louboutin, Andrea Walther, Simon W. Funke, Gerard Gorman:
High-level python abstractions for optimal checkpointing in inversion problems. CoRR abs/1802.02474 (2018) - [i7]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) - [i6]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) - [i5]Navjot Kukreja, Jan Hückelheim, Mathias Louboutin, Kaiyuan Hou, Fabio Luporini, Paul D. Hovland, Gerard Gorman:
Combining checkpointing and data compression for large scale seismic inversion. CoRR abs/1810.05268 (2018) - 2017
- [i4]Michael Lange, Navjot Kukreja, Fabio Luporini, Mathias Louboutin, Charles Yount, Jan Hückelheim, Gerard J. Gorman:
Optimised finite difference computation from symbolic equations. CoRR abs/1707.03776 (2017) - 2016
- [i3]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) - [i2]Navjot Kukreja, Mathias Louboutin, Felippe Vieira, Fabio Luporini, Michael Lange, Gerard Gorman:
Devito: automated fast finite difference computation. CoRR abs/1608.08658 (2016) - [i1]Michael Lange, Navjot Kukreja, Mathias Louboutin, Fabio Luporini, Felippe Vieira, Vincenzo Pandolfo, Paulius Velesko, Paulius Kazakas, Gerard Gorman:
Devito: Towards a generic Finite Difference DSL using Symbolic Python. CoRR abs/1609.03361 (2016)
Coauthor Index
aka: Gerard J. Gorman
aka: Felix Johan Herrmann
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