Foundation models meet visualizations: Challenges and opportunities

W Yang, M Liu, Z Wang, S Liu - Computational Visual Media, 2024 - Springer
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …

The landscape of exascale research: A data-driven literature analysis

S Heldens, P Hijma, BV Werkhoven… - ACM Computing …, 2020 - dl.acm.org
The next generation of supercomputers will break the exascale barrier. Soon we will have
systems capable of at least one quintillion (billion billion) floating-point operations per …

An image-based approach to extreme scale in situ visualization and analysis

J Ahrens, S Jourdain, P O'Leary… - SC'14: Proceedings …, 2014 - ieeexplore.ieee.org
Extreme scale scientific simulations are leading a charge to exascale computation, and data
analytics runs the risk of being a bottleneck to scientific discovery. Due to power and I/O …

[BOEK][B] High performance visualization: Enabling extreme-scale scientific insight

EW Bethel, H Childs, C Hansen - 2012 - books.google.com
Visualization and analysis tools, techniques, and algorithms have undergone a rapid
evolution in recent decades to accommodate explosive growth in data size and complexity …

In Situ Methods, Infrastructures, and Applications on High Performance Computing Platforms

AC Bauer, H Abbasi, J Ahrens, H Childs… - Computer Graphics …, 2016 - Wiley Online Library
The considerable interest in the high performance computing (HPC) community regarding
analyzing and visualization data without first writing to disk, ie, in situ processing, is due to …

[PDF][PDF] Parallel in situ coupling of simulation with a fully featured visualization system

T Kuhlen, R Pajarola, K Zhou - Proceedings of the 11th Eurographics …, 2011 - diglib.eg.org
There is a widening gap between compute performance and the ability to store computation
results. Complex scientific codes are the most affected since they must save massive files …

A characterization of workflow management systems for extreme-scale applications

RF Da Silva, R Filgueira, I Pietri, M Jiang… - Future Generation …, 2017 - Elsevier
Automation of the execution of computational tasks is at the heart of improving scientific
productivity. Over the last years, scientific workflows have been established as an important …

InSituNet: Deep image synthesis for parameter space exploration of ensemble simulations

W He, J Wang, H Guo, KC Wang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
We propose InSituNet, a deep learning based surrogate model to support parameter space
exploration for ensemble simulations that are visualized in situ. In situ visualization …

In situ visualization for large-scale combustion simulations

H Yu, C Wang, RW Grout, JH Chen… - IEEE computer graphics …, 2010 - ieeexplore.ieee.org
As scientific supercomputing moves toward petascale and exascale levels, in situ
visualization stands out as a scalable way for scientists to view the data their simulations …

Opportunities for nonvolatile memory systems in extreme-scale high-performance computing

JS Vetter, S Mittal - Computing in Science & Engineering, 2015 - ieeexplore.ieee.org
For extreme-scale high-performance computing systems, system-wide power consumption
has been identified as one of the key constraints moving forward, where DRAM main …