Reducing memory requirements of unsteady adjoint by synergistically using check‐pointing and compression

ASI Margetis, EM Papoutsis‐Kiachagias… - … Methods in Fluids, 2023 - Wiley Online Library
The unsteady adjoint method used in gradient‐based optimization in 2D and, particularly,
3D industrial problems modeled by unsteady PDEs may have significant storage …

An autoencoder compression approach for accelerating large-scale inverse problems

J Wittmer, J Badger, H Sundar, T Bui-Thanh - Inverse Problems, 2023 - iopscience.iop.org
Partial differential equation (PDE)-constrained inverse problems are some of the most
challenging and computationally demanding problems in computational science today. Fine …

[HTML][HTML] Step-based checkpointing with high-level algorithmic differentiation

JR Maddison - Journal of Computational Science, 2024 - Elsevier
Automated code generation allows for a separation between the development of a model,
expressed via a domain specific language, and lower level implementation details …

On the implementation of checkpointing with high-level algorithmic differentiation

JR Maddison - arXiv preprint arXiv:2305.09568, 2023 - arxiv.org
Automated code generation allows for a separation between the development of a model,
expressed via a domain specific language, and lower level implementation details …

[HTML][HTML] Lossy checkpoint compression in full waveform inversion: a case study with ZFPv0. 5.5 and the overthrust model

N Kukreja, J Hückelheim, M Louboutin… - Geoscientific Model …, 2022 - gmd.copernicus.org
This paper proposes a new method that combines checkpointing methods with error-
controlled lossy compression for large-scale high-performance full-waveform inversion …

Multi-GPU 3-D Reverse Time Migration with Minimum I/O

CHS Barbosa, ALGA Coutinho - Latin American High Performance …, 2022 - Springer
Seismic imaging techniques based on two-way wave equations are computationally and
data-intensive activities in the oil and gas industry. For instance, Reverse Time Migration …

[PDF][PDF] Modeling for inversion in exploration geophysics

M Louboutin - phd, Georgia Institute of Technology, Atlanta, 2020 - researchgate.net
The increasing complexity of modern computer architectures means that developers are
having to work much harder at implementing and optimizing scientific modelling codes for …

Combining Compression and Prefetching to Improve Checkpointing for Inverse Seismic Problems in GPUs

T Maltempi, S Rigo, M Pereira, H Yviquel… - … Conference on Parallel …, 2024 - Springer
Inverse problems are crucial in various scientific and engineering fields requiring intricate
mathematical and computational modeling. An example of such a problem is the Full …

Full Waveform Inversion for Medical Ultrasound Tomography in Julia on multi-xPUs

G Aloisi - 2023 - research-collection.ethz.ch
This Master's Thesis aims to develop efficient yet user-friendly tools to perform seismic
tomography using the Full Waveform Inversion (FWI) approach, as derived from the field of …

[PDF][PDF] Maximizing I/O Bandwidth for Out-of-Core HPC Applications on Homogeneous and Heterogeneous Large-Scale Systems

T Alturkestani - 2020 - repository.kaust.edu.sa
Maximizing I/O Bandwidth for Out-of-Core HPC Applications on Homogeneous and
Heterogeneous Large-Scale Systems Page 1 Maximizing I/O Bandwidth for Out-of-Core HPC …