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ORCIDRafael Orozco
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Journal Articles
- 2023
[j1]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)
Conference and Workshop Papers
- 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. Medical Imaging: Image Processing 2023 - 2019
- [c3]Olivia Del Guercio, Rafael Orozco, Alex Sim, K. John Wu:
Multidimensional Compression with Pattern Matching. DCC 2019: 567 - [c2]Olivia Del Guercio, Rafael Orozco, Alex Sim, Kesheng Wu:
Similarity-based Compression with Multidimensional Pattern Matching. SNTA@HPDC 2019: 19-24 - 2018
- [c1]Rafael Orozco, Shuangwen Sheng, Caleb Phillips:
Diagnostic Models for Wind Turbine Gearbox Components Using SCADA Time Series Data. ICPHM 2018: 1-9
Informal and Other Publications
- 2024
- [i16]Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
WISE: full-Waveform variational Inference via Subsurface Extensions. CoRR abs/2401.06230 (2024) - [i15]Rafael Orozco, Felix J. Herrmann, Peng Chen:
Probabilistic Bayesian optimal experimental design using conditional normalizing flows. CoRR abs/2402.18337 (2024) - [i14]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) - [i13]Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse Problems. CoRR abs/2405.05398 (2024) - [i12]Ziyi Yin, Rafael Orozco, Felix J. Herrmann:
WISER: multimodal variational inference for full-waveform inversion without dimensionality reduction. CoRR abs/2405.10327 (2024) - [i11]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) - 2023
- [i10]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) - [i9]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) - [i8]Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann:
Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics. CoRR abs/2305.08733 (2023) - [i7]Ziyi Yin, Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Solving multiphysics-based inverse problems with learned surrogates and constraints. CoRR abs/2307.11099 (2023) - [i6]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) - [i5]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
- [i4]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) - [i3]Rafael Orozco, Mathias Louboutin, Felix J. Herrmann:
Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging. CoRR abs/2204.11850 (2022) - [i2]Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, Felix J. Herrmann:
Reliable amortized variational inference with physics-based latent distribution correction. CoRR abs/2207.11640 (2022) - 2020
- [i1]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)
Coauthor Index
aka: Felix Johan Herrmann
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