Workflows community summit 2022: A roadmap revolution

RF Da Silva, RM Badia, V Bala, D Bard… - arxiv preprint arxiv …, 2023 - arxiv.org
Scientific workflows have become integral tools in broad scientific computing use cases.
Science discovery is increasingly dependent on workflows to orchestrate large and complex …

Colza: Enabling elastic in situ visualization for high-performance computing simulations

M Dorier, Z Wang, U Ayachit, S Snyder… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
In situ analysis and visualization have grown increasingly popular for enabling direct access
to data from high-performance computing (HPC) simulations. As a simulation progresses …

Hpc storage service autotuning using variational-autoencoder-guided asynchronous bayesian optimization

M Dorier, R Egele, P Balaprakash, J Koo… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Distributed data storage services tailored to specific applications have grown popular in the
high-performance computing (HPC) community as a way to address I/O and storage …

Technology trends and challenges for large-scale scientific visualization

J Ahrens - IEEE Computer Graphics and Applications, 2022 - ieeexplore.ieee.org
Scientific visualization is a key approach to understanding the growing massive streams of
data from scientific simulations and experiments. In this article, I review technology trends …

Towards elastic in situ analysis for high-performance computing simulations

M Dorier, Z Wang, S Ramesh, U Ayachit… - Journal of Parallel and …, 2023 - Elsevier
In situ analysis and visualization have grown increasingly popular for enabling direct access
to data from high-performance computing (HPC) simulations. As a simulation progresses …

Online data analysis and reduction: An important co-design motif for extreme-scale computers

I Foster, M Ainsworth, J Bessac… - … Journal of High …, 2021 - journals.sagepub.com
A growing disparity between supercomputer computation speeds and I/O rates means that it
is rapidly becoming infeasible to analyze supercomputer application output only after that …

Understanding the impact of synchronous, asynchronous, and hybrid in-situ techniques in computational fluid dynamics applications

Y Ju, A Perez, S Markidis, P Schlatter… - 2022 IEEE 18th …, 2022 - ieeexplore.ieee.org
High-Performance Computing (HPC) systems provide input/output (IO) performance growing
relatively slowly compared to peak computational performance and have limited storage …

Visualization of Large Non-Trivially Partitioned Unstructured Data with Native Distribution on High-Performance Computing Systems

A Sahistan, S Demirci, I Wald… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Interactively visualizing large finite element simulation data on High-Performance
Computing (HPC) systems poses several difficulties. Some of these relate to unstructured …

Minimizing development costs for efficient many-core visualization using MCD3

K Moreland, R Maynard, D Pugmire, A Yenpure… - Parallel Computing, 2021 - Elsevier
Scientific visualization software increasingly needs to support many-core architectures.
However, development time is a significant challenge due to the breadth and diversity of …

In situ framework for coupling simulation and machine learning with application to cfd

R Balin, F Simini, C Simpson, A Shao, A Rigazzi… - arxiv preprint arxiv …, 2023 - arxiv.org
Recent years have seen many successful applications of machine learning (ML) to facilitate
fluid dynamic computations. As simulations grow, generating new training datasets for …