Lockheed Martin, NVIDIA Demonstrate AI-Driven Digital Twin With Potential To Advance Predictive Forecasting
January 31, 2024 | Lockheed MartinEstimated reading time: 2 minutes
In a year where the National Oceanic and Atmospheric Administration (NOAA) has reported record ocean temperatures, an innovative project from Lockheed Martin, built in collaboration with NVIDIA, is showing how artificial intelligence can be used to fuse data and detect anomalies in current environmental conditions.
Since 2022, Lockheed Martin has collaborated with NVIDIA to build a prototype of an AI-driven Earth and Space Observing Digital Twin that can:
- Process live streams of incoming weather data, apply AI and machine learning to analyze the data,
- Display current global environmental conditions from satellite and ground-based observations and output from weather forecasting models.
Recently, the project achieved a significant milestone, demonstrating one of NOAA’s critical data pipelines – sea surface temperatures – to highlight multi-sensor fusion from satellite and model data along with short term temperature anomalies.
The Earth and Space Observing Digital Twin aims to provide NOAA with an efficient and centralized approach to fuse and visualize data from various space and earth sensors. The demo showed NOAA and other government customers the potential of using AI to display high-resolution, accurate, and timely depictions of satellites and sensor data.
“A platform such as our digital twin could serve as a one-stop-shop for global weather monitoring and could enable more accurate initial conditions for predictive forecasting,” said Lynn Montgomery, AI research engineer at Lockheed Martin. “Every day, NOAA receives terabytes of weather data from numerous space and Earth-based sensors, and this project helps fuse this information accurately to support timely depiction of global conditions.”
The project uses Lockheed Martin’s OpenRosetta3D software and the NVIDIA Omniverse development platform to build applications that aggregate data in real time. The Digital Twin uses these technologies to advance 4D visualizations and display this information in a digestible format.
“From monitoring current environmental conditions to predicting them, digital twins can help climate and weather enterprises tackle their toughest AI and forecasting challenges,” said Dion Harris, director of accelerated computing product solutions at NVIDIA. “This latest milestone in our collaborative efforts demonstrates how NVIDIA Omniverse can quickly synthesize terabytes of NOAA data from a large number of sources to speed up global weather monitoring and prediction.”
Lockheed Martin’s next plans are to incorporate additional data streams — such as space weather and sea ice concentrations — into the Earth and Space Observing Digital Twin next year.
This project was funded by NOAA SAE Joint Venture Partnerships for the exploration of possibilities for a future state and not a mission itself.
Suggested Items
Koh Young Showcases Award-winning Inspection Solutions at SMTconnect with SmartRep in Hall 4A.225
04/25/2024 | Koh Young TechnologyKoh Young Technology, the industry leader in True 3D measurement-based inspection solutions, will showcase an array of award-winning inspection and measurement solutions at SMTconnect alongside its sales partner, SmartRep, in booth 4A.225 at NürnbergMesse from June 11-13, 2023. The following offers a glimpse into what Koh Young will present at the tradeshow:
Book Excerpt: The Printed Circuit Assembler’s Guide to... Factory Analytics
04/24/2024 | I-Connect007 Editorial TeamIn our fast-changing, deeply competitive, and margin-tight industry, factory analytics can be the key to unlocking untapped improvements to guarantee a thriving business. On top of that, electronics manufacturers are facing a tremendous burden to do more with less. If you don't already have a copy of this book, what follows is an excerpt from the introduction chapter of 'The Printed Circuit Assembler’s Guide to... Factory Analytics: Unlocking Efficiency Through Data Insights' to whet your appetite.
Real Time with... IPC APEX EXPO 2024: Industrial Quality Solutions from Zeiss
04/23/2024 | Real Time with...IPC APEX EXPOEditor Nolan Johnson and Herminso Gomez of Zeiss Group discuss the company's industrial quality solutions, with a focus on X-ray technology. Zeiss provides a range of microscopy options and Herminso highlights the advantages of X-ray technology for aerospace, medical, and consumer electronics sectors.
Altair Acquires Cambridge Semantics, Powering Next-Generation Enterprise Data Fabrics and Generative AI
04/22/2024 | AltairAltair a global leader in computational intelligence, acquired Cambridge Semantics, a modern data fabric provider and creator of one of the industry’s leading analytical graph databases.
I-Connect007 Editor’s Choice: Five Must-Reads for the Week
04/19/2024 | Marcy LaRont, PCB007 MagazineFor my must-read picks of the week, I’m highlighting Parker Capers, a young professional seeking employment, solid counsel from Dan Beaulieu on what your post-show plan should look like, more information and insight on “chiplets” and the need for secure data transfer standards from columnist Preeya Kuray, as well as Matt Stevenson’s design for reality wisdom. It’s a reminder to download one of our newest books (there are several) you don't want to miss if you are an assembler.