On Thin Ice: Arctic AI Model Predicts Sea Ice Loss
31/08/2021
As described in a paper published in the science journal Nature Communications Thursday, the new AI tool, dubbed IceNet, could lead to improved early-warning systems to protect Arctic wildlife and coastal communities.
Created by an international team of researchers led by the British Antarctic Survey and the Alan Turing Institute, IceNet tackles a challenge that has long vexed scientists. The Arctic is a region on the frontline of climate change and has seen substantial warming over the last 40 years, explained lead author Tom Andersson, a data scientist at the BAS AI Lab, in a statement.
IceNet has the potential to fill an urgent gap in forecasting sea ice for Arctic sustainability efforts and runs thousands of times faster than traditional methods, he added.
Because it forms on the surface of the water - where its formation is influenced by both the air above and the ocean below, sea ice is hard to forecast.
But the amount of sea ice that forms each year is falling fast.
Due to rising temperatures, the extent of Arctic sea in September 2020 was half what it was in 1979, when satellite measurements of the region began.
That represents the loss of an area almost 15 times the size of California.
These changes have big consequences for the climate, Arctic ecosystems and the people who live in the region, the paper's authors note.
IceNet, the AI predictive tool, is almost 95 percent accurate in predicting whether sea ice will be present two months ahead, the paper's authors report.
That's a big improvement over the leading physics-based model.
Unlike forecasting systems that try to directly model the laws of physics, IceNet is based on a concept called deep learning.
The model learns how sea ice changes from thousands of years of climate simulation data. That data is supplemented by decades of observational data.
As a result, IceNet is able to predict the extent of Arctic sea ice months into the future.
IceNet was implemented in Python 3.7 - a widely used programming language - using the TensorFlow deep learning library.
All the computations were carried out using an NVIDIA Quadro P4000 GPU, the paper's authors report. On the GPU, pretraining one ensemble model takes just one day.
Our new sea ice forecasting framework fuses data from satellite sensors with the output of climate models in ways traditional systems simply couldn't achieve, said Scott Hosking, principal investigator and co-leader of the BAS AI Lab and a senior research fellow at the Alan Turing Institute.
Now we've demonstrated that AI can accurately forecast sea ice, our next goal is to develop a daily version of the model and have it running publicly in real time, just like weather forecasts, Andersson said. This could operate as an early warning system for risks associated with rapid sea ice loss.
Pretty cool.
Featured image credit: US government
LINK: | https://blogs.nvidia.com/blog/2021/08/31/ai-model-predicts-sea-ice-los... |
See more stories from nvidia |
More from Nvidia
22/04/2024
Climate Tech Startups Integrate NVIDIA AI for Sustainability Applications
Whether they're monitoring miniscule insects or delivering insights from satellites in space, NVIDIA-accelerated startups are making every day Earth Day. S...
18/04/2024
Wide Open: NVIDIA Accelerates Inference on Meta Llama 3
NVIDIA today announced optimizations across all its platforms to accelerate Meta Llama 3, the latest generation of the large language model (LLM). The open mod...
18/04/2024
Up to No Good: No Rest for the Wicked' Early Access Launches on GeForce NOW
It's time to get a little wicked. Members can now stream No Rest for the Wicked from the cloud. It leads six new games joining the GeForce NOW library of m...
18/04/2024
NVIDIA Honors Partners of the Year in Europe, Middle East, Africa
NVIDIA today recognized 18 partners in Europe, the Middle East and Africa for their achievements and commitment to driving AI adoption. The recipients were hon...
17/04/2024
Seeing Beyond: Living Optics CEO Robin Wang on Democratizing Hyperspectral Imaging
Step into the realm of the unseen with Robin Wang, CEO of Living Optics. The sta...
17/04/2024
Moving Pictures: Transform Images Into 3D Scenes With NVIDIA Instant NeRF
Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and which showcases new hardware, ...
16/04/2024
New NVIDIA RTX A400 and A1000 GPUs Enhance AI-Powered Design and Productivity Workflows
AI integration across design and productivity applications is becoming the new s...
16/04/2024
To Cut a Long Story Short: Video Editors Benefit From DaVinci Resolve's New AI Features Powered by RTX
Editor's note: This post is part of our In the NVIDIA Studio series, which c...
15/04/2024
AI Is Tech's Greatest Contribution to Social Elevation,' NVIDIA CEO Tells Oregon State Students
AI promises to bring the full benefits of the digital revolution to billions acr...
10/04/2024
The Building Blocks of AI: Decoding the Role and Significance of Foundation Models
Editor's note: This post is part of the AI Decoded series, which demystifies...
10/04/2024
Combating Corruption With Data: Cleanlab and Berkeley Research Group on Using AI-Powered Investigative Analytics
Talk about scrubbing data. Curtis Northcutt, cofounder and CEO of Cleanlab, and ...
09/04/2024
NVIDIA Joins $110 Million Partnership to Help Universities Teach AI Skills
The Biden Administration has announced a new $110 million AI partnership between Japan and the United States that includes an initiative to fund research throug...
09/04/2024
Broadcasting Breakthroughs: NVIDIA Holoscan for Media, Available Now, Transforms Live Media With Easy AI Integration
Whether delivering live sports programming, streaming services, network broadcas...
09/04/2024
Start Up Your Engines: NVIDIA and Google Cloud Collaborate to Accelerate AI Development
NVIDIA and Google Cloud have announced a new collaboration to help startups arou...
04/04/2024
NVIDIA Ranked by Fortune at No. 3 on 100 Best Companies to Work For' List
NVIDIA jumped to No. 3 on the latest list of America's 100 Best Companies to Work For by Fortune magazine and Great Place to Work. It's the company'...
04/04/2024
The Elder Scrolls Online' Joins GeForce NOW for Game's 10th Anniversary
Rain or shine, a new month means new games. GeForce NOW kicks off April with nearly 20 new games, seven of which are available to play this week. GFN Thursday ...
03/04/2024
A New Lens: Dotlumen CEO Cornel Amariei on Assistive Technology for the Visually Impaired
Dotlumen is illuminating a new technology to help people with visual impairments...
03/04/2024
Coming Up ACEs: Decoding the AI Technology That's Enhancing Games With Realistic Digital Humans
Editor's note: This post is part of the AI Decoded series, which demystifies...
28/03/2024
Greater Scope: Doctors Get Inside Look at Gut Health With AI-Powered Endoscopy
From humble beginnings as a university spinoff to an acquisition by the leading global medtech company in its field, Odin Vision has been on an accelerated jour...
28/03/2024
Get Cozy With Palia' on GeForce NOW
Ease into spring with the warm, cozy vibes of Palia, coming to the cloud this GFN Thursday. It's part of six new titles joining the GeForce NOW library of ...
27/03/2024
Software Developers Launch OpenUSD and Generative AI-Powered Product Configurators Built on NVIDIA Omniverse
From designing dream cars to customizing clothing, 3D product configurators are ...
27/03/2024
NVIDIA Hopper Leaps Ahead in Generative AI at MLPerf
It's official: NVIDIA delivered the world's fastest platform in industry-standard tests for inference on generative AI. In the latest MLPerf benchmarks...
27/03/2024
Viome's Guru Banavar Discusses AI for Personalized Health
In the latest episode of NVIDIA's AI Podcast, Viome Chief Technology Officer Guru Banavar spoke with host Noah Kravitz about how AI and RNA sequencing are r...
27/03/2024
Unlocking Peak Generations: TensorRT Accelerates AI on RTX PCs and Workstations
Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and which showcases new hardware, ...
26/03/2024
Boom in AI-Enabled Medical Devices Transforms Healthcare
The future of healthcare is software-defined and AI-enabled. Around 700 FDA-cleared, AI-enabled medical devices are now on the market - more than 10x the number...
26/03/2024
Model Innovators: How Digital Twins Are Making Industries More Efficient
A manufacturing plant near Hsinchu, Taiwan's Silicon Valley, is among facilities worldwide boosting energy efficiency with AI-enabled digital twins. A virt...
26/03/2024
Into the Omniverse: Groundbreaking OpenUSD Advancements Put NVIDIA GTC Spotlight on Developers
Editor's note: This post is part of Into the Omniverse, a series focused on ...
25/03/2024
NVIDIA Blackwell and Automotive Industry Innovators Dazzle at NVIDIA GTC
Generative AI, in the data center and in the car, is making vehicle experiences safer and more enjoyable. The latest advancements in automotive technology were...
21/03/2024
AI's New Frontier: From Daydreams to Digital Deeds
Imagine a world where you can whisper your digital wishes into your device, and poof, it happens. That world may be coming sooner than you think. But if you...
21/03/2024
You Transformed the World,' NVIDIA CEO Tells Researchers Behind Landmark AI Paper
Of GTC's 900+ sessions, the most wildly popular was a conversation hosted by...
21/03/2024
Instant Latte: NVIDIA Gen AI Research Brews 3D Shapes in Under a Second
NVIDIA researchers have pumped a double shot of acceleration into their latest text-to-3D generative AI model, dubbed LATTE3D. Like a virtual 3D printer, LATTE...
21/03/2024
Here Be Dragons: Dragon's Dogma 2' Comes to GeForce NOW
Arise for a new adventure with Dragon's Dogma 2, leading two new titles joining the GeForce NOW library this week. Set Forth, Arisen Fulfill a forgotten de...
20/03/2024
AI Decoded From GTC: The Latest Developer Tools and Apps Accelerating AI on PC and Workstation
Editor's note: This post is part of the AI Decoded series, which demystifies...
19/03/2024
NVIDIA Celebrates Americas Partners Driving AI-Powered Transformation
NVIDIA recognized 14 partners in the Americas for their achievements in transforming businesses with AI, this week at GTC. The winners of the NVIDIA Partner Ne...
19/03/2024
Climate Pioneers: 3 Startups Harnessing NVIDIA's AI and Earth-2 Platforms
To help mitigate climate change - one of humanity's greatest challenges - researchers are turning to AI and sustainable computing to accelerate and operatio...
19/03/2024
Secure by Design: NVIDIA AIOps Partner Ecosystem Blends AI for Businesses
In today's complex business environments, IT teams face a constant flow of challenges, from simple issues like employee account lockouts to critical securit...
19/03/2024
Generation Sensation: New Generative AI and RTX Tools Boost Content Creation
Editor's note: This post is part of our In the NVIDIA Studio series, which celebrates featured artists, offers creative tips and tricks, and demonstrates ho...
19/03/2024
NVIDIA, Huang Win Top Honors in Innovation, Engineering
NVIDIA today was named the world's most innovative company by Fast Company magazine. The accolade comes on the heels of company founder and CEO Jensen Huan...
18/03/2024
NVIDIA Edify Unlocks 3D Generative AI, New Image Controls for Visual Content Providers
NVIDIA Edify, a multimodal architecture for visual generative AI, is entering a ...
18/03/2024
From Atoms to Supercomputers: NVIDIA, Partners Scale Quantum Computing
The latest advances in quantum computing include investigating molecules, deploying giant supercomputers and building the quantum workforce with a new academic ...
18/03/2024
New NVIDIA Storage Partner Validation Program Streamlines Enterprise AI Deployments
A sharp increase in generative AI deployments is driving business innovation for...
18/03/2024
NVIDIA Unveils Digital Blueprint for Building Next-Gen Data Centers
Designing, simulating and bringing up modern data centers is incredibly complex, involving multiple considerations like performance, energy efficiency and scala...
18/03/2024
Generative AI Developers Harness NVIDIA Technologies to Transform In-Vehicle Experiences
Cars of the future will be more than just modes of transportation; they'll b...
18/03/2024
All Eyes on AI: Automotive Tech on Full Display at GTC 2024
All eyes across the auto industry are on GTC - the global AI conference running in San Jose, Calif., and online through Thursday, March 21 - as the world's ...
18/03/2024
All Aboard: NVIDIA Scores 23 World Records for Route Optimization
With nearly two dozen world records to its name, NVIDIA cuOpt now holds the top spot for 100% of the largest routing benchmarks in the last three years. And thi...
18/03/2024
We Created a Processor for the Generative AI Era,' NVIDIA CEO Says
Generative AI promises to revolutionize every industry it touches - all that's been needed is the technology to meet the challenge. NVIDIA founder and CEO ...
14/03/2024
NVIDIA GTC 2024: A Glimpse Into the Future of AI With Jensen Huang
NVIDIA's GTC 2024 AI conference will set the stage for another leap forward in AI. At the heart of this highly anticipated event: the opening keynote by Je...
14/03/2024
Reach for the Stars: Eight Out-of-This-World Games Join the Cloud
The stars align this GFN Thursday as more top titles from Ubisoft and Square Enix join the cloud. Star Wars Outlaws will be coming to the GeForce NOW library a...
13/03/2024
Currents of Change: ITIF President Daniel Castro on Energy-Efficient AI and Climate Change
AI-driven change is in the air, as are concerns about the technology's envir...
13/03/2024
AI Decoded: Demystifying Large Language Models, the Brains Behind Chatbots
Editor's note: This post is part of our AI Decoded series, which aims to demystify AI by making the technology more accessible, while showcasing new hardwar...