Stampede2, Maverick Systems at TACC Help Power Visualization of Arctic Ocean Data

February 26, 2019

Feb. 26, 2019 — Change is in the air, ice, and water, of the Arctic Ocean. The North Pole sits steadfastly in the middle, surrounded by about five million square miles of floating sea ice of the Arctic pack. In 2018, the air warmed near the pole, making the second-warmest Arctic air temperatures on record. What’s more, sea ice shrank to its second-lowest cover on record, both according to polar-orbiting satellite data from the National Oceanic and Atmospheric Administration. Recent observed warming in the ocean has also contributed to the decline in sea ice (e.g., Polyakov et al., 2018). Wildlife such as caribou and reindeer depend on sea ice to get across ocean water. Closer to home, shrinking sea ice is linked to cold snaps from a weakened polar vortex, according to a 2018 study. An award-winning simulation shows the complex nature of the circulation happening at one of Earth’s most remote and hard-to-reach places, the Arctic Ocean.

SC18 Visualization Showcase

Award-winning simulation shows the complexity of water circulation happening at one of Earth’s most remote and hard-to-reach places, the Arctic Ocean. Credit: Foss et al.

The Texas Advanced Computing Center (TACC) shared an award with UT Austin’s Oden Institute for Computational Engineering and Sciences (ICES) for the Best Scientific Visualization & Data Analytics Showcase, “Circulation in the Arctic Ocean and its Marginal Seas: From Low Latitudes to the Pole and Back.” The SC18 supercomputing conference gave the award in November of 2018 to the team of Greg Foss and Briana Bradshaw of TACC, and An T. Nguyen, Arash Bigdeli, Victor Ocaña and Patrick Heimbach of ICES.

The visualization was part of a public-outreach component of an NSF-funded project (PLR-1603903) aimed at understanding and quantifying the Arctic ocean-sea ice mean state and its changes in response to the Earth’s recent warming. It seeks to capture important physical processes and aspires to engage the general public to facilitate the conversation on Arctic Ocean research. The research was carried out at The Oden Institute for Computational Engineering and Sciences, the Institute for Geophysics, and the Jackson School of Geosciences, UT Austin. A version of the visualization was also shown at the exhibition “Exploring the Arctic Ocean,” which ran at the UT Visual Arts Center in Austin through the fall 2018 semester.

“This project was the sort of thing I love working on because it’s very visual and easy to relate to,” said Greg Foss, visualization specialist at TACC. Foss worked with ParaView, a free visualization package from Kitware that TACC provides and supports for its users.

The Arctic Ocean visualization also used Intel OSPRay, an open, scalable, and portable ray tracing engine. “I used OSPRay specifically in this project because it brought out fine, detailed structures I didn’t see with ParaView’s default OpenGL renderer,” Foss added.

High Performance Computing

The visualization was produced with the TACC Stampede2and Maverick supercomputers, and the simulation data was generated with the Sverdrup cluster at ICES. High performance computing was needed to capture mesoscale eddies smaller than 15 km that transport heat and freshwater across the Arctic ocean. Each frame of the visualization showed a one-day average of ocean water temperatures at depths 100-500m below the surface, and the visualization spanned eleven years (2006-2016).

The ICES team used the NASA Estimating the Circulation and Climate of the Ocean (ECCO) model-data inversion framework, which combines observations with the MIT general circulation model and its underlying fluid dynamical equations to seek a best representation of the world ocean. Observations include satellite altimetry, Argo buoys, and NASA Gravity Recovery and Climate Experiment satellites among others. Data from a simulation of the ocean circulation in the Arctic and its marginal seas from 2006-2016 was used for the visualization.

“It’s very active data,” Foss explained. “You can look anywhere in it and you’ll see all kinds of different structures happening. The animation essentially tours a selection of these interesting features.”

Northward flow of Atlantic Water

The main feature highlighted in the rendering includes the flow of warm water from the Atlantic Ocean, originated from the Gulf Stream, into the Nordic and Barents Seas, and further north into the Arctic Ocean. This current may be viewed as the upper limb of the Atlantic Meridional Overturning Circulation, a conceptualized view of the Atlantic circulation, by which warm, light waters are carried northward, overturn vertically, and return southward as cold, dense waters.

Arctic Circumpolar Boundary Current

Warm Atlantic Water is shown flowing through the Norwegian-Greenland Seas across Fram Strait into the Eastern Arctic. The flow continues as a boundary current flowing counter-clockwise toward Siberia and into the Western Arctic, hugging the steep slope between the continental shelf and the deep Arctic interior. Mesoscale eddies (the ocean’s analogue of atmospheric storm systems), generated from the turbulent flow, extract heat from the main current and spread it into the Arctic Ocean interior at depths 50–700 m below the surface.

Summertime Bering Strait

Throughout the year, water from the Pacific Ocean enters the Arctic through the Bering Strait. This water is lighter (less dense) than its Atlantic counterpart, and thus resides at depths 0–250 m, which is above the Atlantic Water layer in the Western Arctic. During the summer months, Pacific-source water can have temperatures as high as 10 degrees Celsius. In order to highlight the ‘warm’ water in the range 2–4oC this segment of the visualization shows a temperature range extended up to 3.25 degrees Celsius.

Circulation in the Beaufort Sea

In the Beaufort Sea, two circulation regimes dominate: a wind-driven clockwise circulation in the upper 200 m within the Beaufort Sea interior, and a counterclockwise circulation of the Atlantic Water current along the basin rim between 200–700 m. The clockwise circulation, typically strongest in the winter months, result in convergence of the fresher Pacific Water and sea ice melt in the Beaufort Sea. As the two circulation regimes and various water masses interact, mesoscale eddies of typical length-scales 1–15 km proliferate throughout the basin interior. Through a mechanism termed “eddy-stirring,” these eddies mix temperature and salinity and act to flatten out stratification.

Fram Strait and the East Greenland Current

The Fram Strait is one of the two major gateways through which Atlantic Water enters the Arctic Ocean. Atlantic Water enters on the Svalbard side along the West Spitsbergen current at or near the surface. Once inside the Arctic, due to the presence of sea ice and fresh water (in this context, “fresh” describes water with small salt content compared to typical sea water), Atlantic Water subducts below the fresh layer and occupies the Eastern Arctic at depths below 50 m. On the western side of Fram Strait (off Northeast Greenland), cold and fresh water (of Pacific-source, river runoff, and ice melt) exits near the surface as the East Greenland Current, and modified Atlantic Water exits at depth. The large velocity gradient at the strait (northward inflow and southward outflow) generates large numbers of mesoscale eddies.

Greenland Sea

The Greenland/Iceland/Norwegian (GIN) and Labrador Seas are key regions of weak stratification (well mixed and with only small vertical density gradients) where surface water loses heat to the cold winter-time surface atmosphere, leading to convective mixing and deep water formation that supplies the deep southward return flows.

Kangerdlugssuaq Fjord and Outlet Glacier

The last feature labeled in the video shows oceanic heat transport toward the Greenland ice sheet’s marine margin in Kangerdlugssuaq Fjord. Through narrow, deep fjords such as this one, interactions take place between the ocean and the Greenland Ice Sheet. Warm subsurface Atlantic water can penetrate to the base of Greenland outlet glaciers and enhance glacial melting, contributing to the observed recent (since the late 1990s) accelerated Greenland ice mass loss.

More Than Just a Picture

The swirling details of the visualization capture key features of the Arctic and subpolar North Atlantic Ocean circulation. Capturing these features is essential for faithfully representing the time-evolving Arctic coupled atmosphere-ocean-cryosphere system and its role in climate variability and change. Such representation in models is impossible without the high performance computing resources of TACC and ICES. Advanced visualization of these complex and vast data sets leads to rapid progress in process understanding.

Greg Foss explained what he looks for in a good visualization. “Ideally, that there is enough information presented in such a way that it is faithful to the data and that the graphics are transparent to that. That’s what I hope happens, that you see the data in a new or unexpected way,” Foss said.


Source: Jorge Salazar, TACC

Subscribe to HPCwire's Weekly Update!

Be the most informed person in the room! Stay ahead of the tech trends with industry updates delivered to you every week!

2024 Winter Classic: Meet Team Morehouse

April 17, 2024

Morehouse College? The university is well-known for their long list of illustrious graduates, the rigor of their academics, and the quality of the instruction. They were one of the first schools to sign up for the Winter Read more…

MLCommons Launches New AI Safety Benchmark Initiative

April 16, 2024

MLCommons, organizer of the popular MLPerf benchmarking exercises (training and inference), is starting a new effort to benchmark AI Safety, one of the most pressing needs and hurdles to widespread AI adoption. The sudde Read more…

Quantinuum Reports 99.9% 2-Qubit Gate Fidelity, Caps Eventful 2 Months

April 16, 2024

March and April have been good months for Quantinuum, which today released a blog announcing the ion trap quantum computer specialist has achieved a 99.9% (three nines) two-qubit gate fidelity on its H1 system. The lates Read more…

Mystery Solved: Intel’s Former HPC Chief Now Running Software Engineering Group 

April 15, 2024

Last year, Jeff McVeigh, Intel's readily available leader of the high-performance computing group, suddenly went silent, with no interviews granted or appearances at press conferences.  It led to questions -- what's Read more…

Exciting Updates From Stanford HAI’s Seventh Annual AI Index Report

April 15, 2024

As the AI revolution marches on, it is vital to continually reassess how this technology is reshaping our world. To that end, researchers at Stanford’s Institute for Human-Centered AI (HAI) put out a yearly report to t Read more…

Crossing the Quantum Threshold: The Path to 10,000 Qubits

April 15, 2024

Editor’s Note: Why do qubit count and quality matter? What’s the difference between physical qubits and logical qubits? Quantum computer vendors toss these terms and numbers around as indicators of the strengths of t Read more…

MLCommons Launches New AI Safety Benchmark Initiative

April 16, 2024

MLCommons, organizer of the popular MLPerf benchmarking exercises (training and inference), is starting a new effort to benchmark AI Safety, one of the most pre Read more…

Exciting Updates From Stanford HAI’s Seventh Annual AI Index Report

April 15, 2024

As the AI revolution marches on, it is vital to continually reassess how this technology is reshaping our world. To that end, researchers at Stanford’s Instit Read more…

Intel’s Vision Advantage: Chips Are Available Off-the-Shelf

April 11, 2024

The chip market is facing a crisis: chip development is now concentrated in the hands of the few. A confluence of events this week reminded us how few chips Read more…

The VC View: Quantonation’s Deep Dive into Funding Quantum Start-ups

April 11, 2024

Yesterday Quantonation — which promotes itself as a one-of-a-kind venture capital (VC) company specializing in quantum science and deep physics  — announce Read more…

Nvidia’s GTC Is the New Intel IDF

April 9, 2024

After many years, Nvidia's GPU Technology Conference (GTC) was back in person and has become the conference for those who care about semiconductors and AI. I Read more…

Google Announces Homegrown ARM-based CPUs 

April 9, 2024

Google sprang a surprise at the ongoing Google Next Cloud conference by introducing its own ARM-based CPU called Axion, which will be offered to customers in it Read more…

Computational Chemistry Needs To Be Sustainable, Too

April 8, 2024

A diverse group of computational chemists is encouraging the research community to embrace a sustainable software ecosystem. That's the message behind a recent Read more…

Hyperion Research: Eleven HPC Predictions for 2024

April 4, 2024

HPCwire is happy to announce a new series with Hyperion Research  - a fact-based market research firm focusing on the HPC market. In addition to providing mark Read more…

Nvidia H100: Are 550,000 GPUs Enough for This Year?

August 17, 2023

The GPU Squeeze continues to place a premium on Nvidia H100 GPUs. In a recent Financial Times article, Nvidia reports that it expects to ship 550,000 of its lat Read more…

Synopsys Eats Ansys: Does HPC Get Indigestion?

February 8, 2024

Recently, it was announced that Synopsys is buying HPC tool developer Ansys. Started in Pittsburgh, Pa., in 1970 as Swanson Analysis Systems, Inc. (SASI) by John Swanson (and eventually renamed), Ansys serves the CAE (Computer Aided Engineering)/multiphysics engineering simulation market. Read more…

Intel’s Server and PC Chip Development Will Blur After 2025

January 15, 2024

Intel's dealing with much more than chip rivals breathing down its neck; it is simultaneously integrating a bevy of new technologies such as chiplets, artificia Read more…

Choosing the Right GPU for LLM Inference and Training

December 11, 2023

Accelerating the training and inference processes of deep learning models is crucial for unleashing their true potential and NVIDIA GPUs have emerged as a game- Read more…

Baidu Exits Quantum, Closely Following Alibaba’s Earlier Move

January 5, 2024

Reuters reported this week that Baidu, China’s giant e-commerce and services provider, is exiting the quantum computing development arena. Reuters reported � Read more…

Comparing NVIDIA A100 and NVIDIA L40S: Which GPU is Ideal for AI and Graphics-Intensive Workloads?

October 30, 2023

With long lead times for the NVIDIA H100 and A100 GPUs, many organizations are looking at the new NVIDIA L40S GPU, which it’s a new GPU optimized for AI and g Read more…

Shutterstock 1179408610

Google Addresses the Mysteries of Its Hypercomputer 

December 28, 2023

When Google launched its Hypercomputer earlier this month (December 2023), the first reaction was, "Say what?" It turns out that the Hypercomputer is Google's t Read more…

AMD MI3000A

How AMD May Get Across the CUDA Moat

October 5, 2023

When discussing GenAI, the term "GPU" almost always enters the conversation and the topic often moves toward performance and access. Interestingly, the word "GPU" is assumed to mean "Nvidia" products. (As an aside, the popular Nvidia hardware used in GenAI are not technically... Read more…

Leading Solution Providers

Contributors

Shutterstock 1606064203

Meta’s Zuckerberg Puts Its AI Future in the Hands of 600,000 GPUs

January 25, 2024

In under two minutes, Meta's CEO, Mark Zuckerberg, laid out the company's AI plans, which included a plan to build an artificial intelligence system with the eq Read more…

DoD Takes a Long View of Quantum Computing

December 19, 2023

Given the large sums tied to expensive weapon systems – think $100-million-plus per F-35 fighter – it’s easy to forget the U.S. Department of Defense is a Read more…

China Is All In on a RISC-V Future

January 8, 2024

The state of RISC-V in China was discussed in a recent report released by the Jamestown Foundation, a Washington, D.C.-based think tank. The report, entitled "E Read more…

Shutterstock 1285747942

AMD’s Horsepower-packed MI300X GPU Beats Nvidia’s Upcoming H200

December 7, 2023

AMD and Nvidia are locked in an AI performance battle – much like the gaming GPU performance clash the companies have waged for decades. AMD has claimed it Read more…

Nvidia’s New Blackwell GPU Can Train AI Models with Trillions of Parameters

March 18, 2024

Nvidia's latest and fastest GPU, codenamed Blackwell, is here and will underpin the company's AI plans this year. The chip offers performance improvements from Read more…

Eyes on the Quantum Prize – D-Wave Says its Time is Now

January 30, 2024

Early quantum computing pioneer D-Wave again asserted – that at least for D-Wave – the commercial quantum era has begun. Speaking at its first in-person Ana Read more…

GenAI Having Major Impact on Data Culture, Survey Says

February 21, 2024

While 2023 was the year of GenAI, the adoption rates for GenAI did not match expectations. Most organizations are continuing to invest in GenAI but are yet to Read more…

Intel’s Xeon General Manager Talks about Server Chips 

January 2, 2024

Intel is talking data-center growth and is done digging graves for its dead enterprise products, including GPUs, storage, and networking products, which fell to Read more…

  • arrow
  • Click Here for More Headlines
  • arrow
HPCwire