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Adaptive Tunability for Synthesis and Control via Autonomous Learning on Edge (AT SCALE)

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AT SCALE News

May 20, 2025: Research Highlight

An illustration showing light emissions from a laser plasma weld

Using Plasma Color to Predict Weld Quality

Found that the correlation between weld flash emissions and melt pool composition can provide near real-time feedback on weld quality.

 

 

April 2, 2025: Feature

Photograph of an MBE, showing the sample stage. A researcher's face is also visible.

Moving to Autonomous Experimentation: Growing Thin Films with Machine Learning

Machine learning and autonomous experimentation are poised to revolutionize how scientists grow very thin films on surfaces, important for technologies like microelectronics and quantum computing.

 

December 7, 2024: News Article

Photograph of Mitra Taheri presenting at MRS conference

Symposium X—MRS/The Kavli Foundation Frontiers of Materials

Mitra Taheri discussed teaching machines to solve global challenges, one atom at a time.

 

 

October, 2024: News Article

Photograph of a set of researchers at the ARTEMI workshop

NordTEMhub/ARTEMI Workshop Explores Machine Learning in Transmission Electron Microscopy

AT SCALE researchers presented at the NordTEMhub/ARTEMI workshop on Machine Learning Methods in Transmission Electron Microscopy.

 

October 21, 2024: Staff Accomplishment

Mitra Taheri

Designing the Future of Materials with Artificial Intelligence

Mitra Taheri provides her perspective on artificial intelligence and materials science

 

 

 

June 12, 2024: News Release

A metal mechanical device experiencing extreme heat and flame

Metal Alloys that Can Take the Heat

A multidisciplinary research team has developed an evidence-based predictive tool for designing complex metal alloys that can withstand extreme environments.

 

 

February 20, 2024: Article

NeuroMANCER logo

NeuroMANCER Shoots for the Stars

The physics-informed machine learning optimization framework is now PNNL’s most popular open-source repository on GitHub.

 

 

March 14, 2023: Staff Accomplishment

Composite image that has bright colors, an AI brain signal, and other data.

Researchers Featured in MRS Bulletin Special Issue

PNNL researchers edited and contributed to special issue focused on materials in extreme environments.

 

 

Lab-Level Communications Priority Topics

Computing

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