AI Saves the Planet this Earth Day

By Kevin Jackson

April 22, 2024

Earth Day was originally conceived as a day of reflection. Our planet’s life-sustaining properties are unlike any other celestial body that we’ve observed, and this day of contemplation is meant to provide all of us with a reminder that it is our solemn duty to protect all that Earth has provided for us.

While there is much work to be done in terms of shifting toward renewable sources of energy and more sustainable lifestyles for the nearly 8 billion people who inhabit this blue marble, certain organizations are using modern AI tools to take small steps toward building a better world. To reward this noble work, and to provide hope for a better tomorrow, we’ve compiled some of the more interesting stories concerning how AI is being used to save the planet.

IBM

IBM has a track record for AI and data excellence, and it therefore makes sense for the company to put this expertise to good use in the fight against climate change. IBM is using its computing resources for a variety of environmentally-focused jobs.

To begin, the company has the IBM Global Real Estate venture, which tracks, analyzes, and reports progress toward specific sustainability goals. This AI program collects data from more than 6,500 utility bills they receive every year from around the world to summarize total energy consumption, cost, and renewable energy purchases. This allows the company to generate reports and filter this information by location, geography, and utility to allow IBM to understand where energy conservation is most needed.

Additionally, IBM is working with organizations to both accelerate the transition to low-carbon energy sources as well as change current operations to ensure these organizations are more climate resilient. IBM specifically mentions its work with the supermarket chain Salling Group to help balance their electricity consumption in relation to the supply of renewable power sources. Using AI and Internet-of-Things sensors, IBM is providing the ability to make intelligent energy decisions. Large buildings, such as grocery stores, can partially pause their energy use for heating or cooling up to a certain threshold that is determined to not impact operations.

IBM is also working hard to help organizations become more climate resilient by giving them the tools they need to predict the impacts of climate change. The company is working on a geospatial foundation model that will be capable of tracking deforestation, detecting greenhouse gases, or even predicting crop yields. As climate change makes our world more unpredictable than ever before, these AI-driven tools will become ever more important.

NASA

IBM’s work with foundation models in the area of environmentalism has far-reaching implications. Specifically, NASA is celebrating a collaboration with the company to create an AI geospatial foundation model. This model is trained on the large amount of data generated by NASA’s Harmonized Landsat and Sentinel-2, and it provides a base for many AI-powered studies that are focused on environmental concerns.

This model has already achieved a level of success. Since teaming up with IBM in 2023, NASA has been able to use the model to detect burn scars, delineate flood water, and classify crop and other land use categories.

Of course, NASA is overflowing with a litany of data concerning many aspects of Earth’s environmental problems. However, the science organization required large amounts of computing power and AI algorithm optimization to achieve its goals. Thus, the partnership with IBM to provide these much-needed resources was a perfect match.

Google

Humanity owes its existence to historically consistent climate and environmental patterns. While anomalies did arise, much of human civilization has existed within a predictable world. Sadly, even the most modest predictions of climate change’s future come with a level of uncertainty that we as a species largely haven’t experienced in such a short period of time. This unpredictability is manifested most obviously in the increase in extreme weather events.

Thankfully, Google is working hard to help prepare humanity for changes in our weather system. Specifically, the search engine giant has developed the Scalable Ensemble Envelope Diffusion Sampler (SEEDS) model. Similar to large language models like ChatGPT, SEEDS uses generative AI techniques to generate multiple likely weather scenarios at a fraction of the cost of the traditional physics-based forecasting models that are currently used.

Unlike these models, SEEDS is based on denoising diffusion probabilistic models, which are state-of-the-art generative AI methods created in part by Google Research. Conditioned on as few as one or two forecasts from an operational numerical weather prediction system, SEEDS can generate a large ensemble that yields plausible real-life weather scenarios. SEEDS can realistically capture the geographical covariance and the correlation between mean sea level pressure and mid-tropospheric geopotential by directly modeling the joint distribution of atmospheric states. Weather forecasters typically utilize both of these closely connected criteria to assess and validate their forecasts.

The climate crisis poses one of the largest obstacles to continued human existence that our species has ever faced. However, by listening to our scientists and using our most valuable and modern tools, we can begin to build a sustainable world for generations to come. On this Earth Day, let us take some time to reflect on what is most important to humanity as a whole. These companies prove that there is hope for us yet if we work together and strive toward a better future.

 

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!

The Three Laws of Robotics and the Future

September 14, 2024

Isaac Asimov's Three Laws of Robotics have captivated imaginations for decades, providing a blueprint for ethical AI long before it became a reality. First introduced in his 1942 short story "Runaround" from the "I, R Read more…

Microsoft, Quantinuum Use Hybrid Workflow to Simulate Catalyst

September 13, 2024

Microsoft and Quantinuum reported the ability to create 12 logical qubits on Quantinuum's H2 trapped ion system this week and also reported using two logical qubits on an H1 system to simulate an iron catalyst's low ener Read more…

Diversity Hiring Maximizes Everyone’s Success in STEM and Beyond

September 12, 2024

Despite overwhelming evidence, some companies remain surprised by this simple revelation: Diverse workforces and leadership teams are good for business. Companies that cultivate diverse hiring practices and maintain a di Read more…

GenAI: It’s Not the GPUs, It’s the Storage

September 12, 2024

A recent news release from Data storage company WEKA and S&P Global Market Intelligence unveiled the findings of their second annual Global Trends in AI report. The global study, conducted by S&P Global Market In Read more…

Argonne’s HPC/AI User Forum Wrap Up

September 11, 2024

As fans of this publication will already know, AI is everywhere. We hear about it in the news, at work, and in our daily lives. It’s such a revolutionary technology that even established events focusing on HPC specific Read more…

Quantum Software Specialist Q-CTRL Inks Deals with IBM, Rigetti, Oxford, and Diraq

September 10, 2024

Q-CTRL, the Australia-based start-up focusing on quantum infrastructure software, today announced that its performance-management software, Fire Opal, will be natively integrated into four of the world's most advanced qu Read more…

The Three Laws of Robotics and the Future

September 14, 2024

Isaac Asimov's Three Laws of Robotics have captivated imaginations for decades, providing a blueprint for ethical AI long before it became a reality. First i Read more…

GenAI: It’s Not the GPUs, It’s the Storage

September 12, 2024

A recent news release from Data storage company WEKA and S&P Global Market Intelligence unveiled the findings of their second annual Global Trends in AI rep Read more…

Shutterstock 793611091

Argonne’s HPC/AI User Forum Wrap Up

September 11, 2024

As fans of this publication will already know, AI is everywhere. We hear about it in the news, at work, and in our daily lives. It’s such a revolutionary tech Read more…

Quantum Software Specialist Q-CTRL Inks Deals with IBM, Rigetti, Oxford, and Diraq

September 10, 2024

Q-CTRL, the Australia-based start-up focusing on quantum infrastructure software, today announced that its performance-management software, Fire Opal, will be n Read more…

AWS’s High-performance Computing Unit Has a New Boss

September 10, 2024

Amazon Web Services (AWS) has a new leader to run its high-performance computing GTM operations. Thierry Pellegrino, who is well-known in the HPC community, has Read more…

NSF-Funded Data Fabric Takes Flight

September 5, 2024

The data fabric has emerged as an enterprise data management pattern for companies that struggle to provide large teams of users with access to well-managed, in Read more…

Shutterstock 1024337068

Researchers Benchmark Nvidia’s GH200 Supercomputing Chips

September 4, 2024

Nvidia is putting its GH200 chips in European supercomputers, and researchers are getting their hands on those systems and releasing research papers with perfor Read more…

Shutterstock 1897494979

What’s New with Chapel? Nine Questions for the Development Team

September 4, 2024

HPC news headlines often highlight the latest hardware speeds and feeds. While advances on the hardware front are important, improving the ability to write soft Read more…

Everyone Except Nvidia Forms Ultra Accelerator Link (UALink) Consortium

May 30, 2024

Consider the GPU. An island of SIMD greatness that makes light work of matrix math. Originally designed to rapidly paint dots on a computer monitor, it was then Read more…

AMD Clears Up Messy GPU Roadmap, Upgrades Chips Annually

June 3, 2024

In the world of AI, there's a desperate search for an alternative to Nvidia's GPUs, and AMD is stepping up to the plate. AMD detailed its updated GPU roadmap, w Read more…

Atos Outlines Plans to Get Acquired, and a Path Forward

May 21, 2024

Atos – via its subsidiary Eviden – is the second major supercomputer maker outside of HPE, while others have largely dropped out. The lack of integrators and Atos' financial turmoil have the HPC market worried. If Atos goes under, HPE will be the only major option for building large-scale systems. Read more…

Nvidia Shipped 3.76 Million Data-center GPUs in 2023, According to Study

June 10, 2024

Nvidia had an explosive 2023 in data-center GPU shipments, which totaled roughly 3.76 million units, according to a study conducted by semiconductor analyst fir Read more…

Shutterstock_1687123447

Nvidia Economics: Make $5-$7 for Every $1 Spent on GPUs

June 30, 2024

Nvidia is saying that companies could make $5 to $7 for every $1 invested in GPUs over a four-year period. Customers are investing billions in new Nvidia hardwa 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 1024337068

Researchers Benchmark Nvidia’s GH200 Supercomputing Chips

September 4, 2024

Nvidia is putting its GH200 chips in European supercomputers, and researchers are getting their hands on those systems and releasing research papers with perfor Read more…

Google Announces Sixth-generation AI Chip, a TPU Called Trillium

May 17, 2024

On Tuesday May 14th, Google announced its sixth-generation TPU (tensor processing unit) called Trillium.  The chip, essentially a TPU v6, is the company's l Read more…

Leading Solution Providers

Contributors

IonQ Plots Path to Commercial (Quantum) Advantage

July 2, 2024

IonQ, the trapped ion quantum computing specialist, delivered a progress report last week firming up 2024/25 product goals and reviewing its technology roadmap. Read more…

Intel’s Next-gen Falcon Shores Coming Out in Late 2025 

April 30, 2024

It's a long wait for customers hanging on for Intel's next-generation GPU, Falcon Shores, which will be released in late 2025.  "Then we have a rich, a very Read more…

xAI Colossus: The Elon Project

September 5, 2024

Elon Musk's xAI cluster, named Colossus (possibly after the 1970 movie about a massive computer that does not end well), has been brought online. Musk recently Read more…

Department of Justice Begins Antitrust Probe into Nvidia

August 9, 2024

After months of skyrocketing stock prices and unhinged optimism, Nvidia has run into a few snags – a  design flaw in one of its new chips and an antitrust pr Read more…

MLPerf Training 4.0 – Nvidia Still King; Power and LLM Fine Tuning Added

June 12, 2024

There are really two stories packaged in the most recent MLPerf  Training 4.0 results, released today. The first, of course, is the results. Nvidia (currently Read more…

Spelunking the HPC and AI GPU Software Stacks

June 21, 2024

As AI continues to reach into every domain of life, the question remains as to what kind of software these tools will run on. The choice in software stacks – 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…

Shutterstock 1886124835

Researchers Say Memory Bandwidth and NVLink Speeds in Hopper Not So Simple

July 15, 2024

Researchers measured the real-world bandwidth of Nvidia's Grace Hopper superchip, with the chip-to-chip interconnect results falling well short of theoretical c Read more…

  • arrow
  • Click Here for More Headlines
  • arrow
HPCwire