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Smarter search for fuel-cell catalysts using machine learning

Researchers have developed a new computational workflow combining generative AI with atomistic simulations to identify promising platinum alloy catalyst structures for hydrogen fuel cells. The method produces high-performing candidates from several material combinations, addressing a longstanding challenge in catalyst design.

SourceInstitute of Science Tokyo·Journalnpj Computational Materials·TypeExperimental study·DateMay 11, 2026

Combining simulations and experiments to get the best out of Fe3Al

A team from Osaka University used electron microscopy and computer simulations to study the kinetics of microstructure formation in Fe3Al, leading to a deeper understanding of its superelastic properties. The findings could provide insights for heat treatments and applications in construction and healthcare industries.

SourceOsaka University·JournalActa Materialia·TypeComputational simulation/modeling·DateMay 30, 2024

Seeing below the surface of bimetallic nanoparticles

Researchers from Osaka University report a new technique for tracking the synthesis of core–shell bimetallic nanoparticles in real time, allowing for fine-tuning of nanomaterial preparation. The technique uses a piezoelectric resonator to monitor particle shape changes and track interdiffusion of metals.

SourceOsaka University·JournalPhysical Review B·TypeExperimental study·DateMar 1, 2022

Super-elastic high-entropy Elinvar alloy discovered with potential for aerospace engineering

Researchers at City University of Hong Kong have discovered a super-elastic high-entropy Elinvar alloy that retains its stiffness even after being heated to 1000 K. The alloy's unique structure and chemical composition allow it to store a large amount of elastic energy, making it suitable for high-precision devices in aerospace enginee...

SourceCity University of Hong Kong·JournalNature·TypeExperimental study·DateFeb 9, 2022

Innovative design of titanium alloy with supreme properties by 3D printing

Researchers from City University of Hong Kong created a new titanium-based alloy using additive manufacturing, boasting unprecedented structures and properties. The alloy exhibits high tensile strength, excellent work-hardening capacity, and is up to 40% lighter than stainless steel, making it suitable for various structural applications.

SourceCity University of Hong Kong·JournalScience·TypeExperimental study·DateOct 22, 2021

Tweaking Alloy Microchemistry For Flawless Metal 3D Printing

Researchers at Texas A t&M University have developed a method to create defect-free metal parts using laser powder bed fusion 3D printing. By combining machine learning and single-track experiments, they identified favorable alloy chemistries and process parameters to print parts with uniform properties at the microscale.

SourceTexas A&M University·JournalAdditive Manufacturing·TypeNews article·DateSep 28, 2021

Finding new alloys just became simpler

Researchers developed a theoretical model to predict the strength of millions of alloys at high temperatures. Experiments confirmed the predictions, highlighting the importance of edge dislocations in determining yield strength in complex high-entropy alloys.

SourceUniversity of Groningen·JournalNature Communications·TypeComputational simulation/modeling·DateSep 16, 2021

The first nanometrically-sized superelastic alloy

Researchers have created a new alloy that exhibits superelastic behavior at the nanoscale, requiring much higher stress to deform than larger materials. This discovery opens up new channels for developing flexible microsystems and electromechanical nanosystems, including implantable devices with potential applications in smart healthcare.

SourceUniversity of the Basque Country·JournalNature Nanotechnology·DateJun 9, 2017

An impossible alloy now possible

Researchers at Uppsala University have successfully formed a substitutional alloy between Cerium and Aluminium under high pressure, defying previous limitations on element compatibility. The discovery opens up possibilities for creating new alloys with unique mechanical, electronic, and magnetic properties.

SourceUppsala University·JournalProceedings of the National Academy of Sciences·DateFeb 26, 2009