Breakthrough in MAX phases: Machine learning unlocks new materials
Peer-Reviewed Publication
Updates every hour. Last Updated: 28-Jun-2025 17:10 ET (28-Jun-2025 21:10 GMT/UTC)
In a bid to explore MAX phases with experimental significance across a significantly broader combinatorial space, the researchers of this study pioneered the development of a machine-learning model for predicting MAX phase stability. This model is based on elemental features and can swiftly forecast the stability of MAX phases by simply leveraging the basic parameters of elements. Notably, the model successfully identified 150 MAX phases that met the stability criteria but had not been synthesized previously. It also guided the first-ever experimental synthesis of Ti₂SnN. Ti₂SnN showcases a low elastic modulus, high damage tolerance, and self-extrusion characteristics. This accomplishment not only enhances the screening efficiency by a factor of tens but also uncovers the crucial role of valence electrons. As a result, it provides novel insights into the fundamental principles governing MAX phase formation.
Using the James Webb Space Telescope, astronomers investigate the extreme weather patterns and atmospheric properties of exoplanet LTT 9779 b. New JWST observations with NIRISS reveal a dynamic atmosphere: powerful winds sweep around the planet, shaping mineral clouds as they condense into a bright, white arc on the slightly cooler western side of the dayside. As these clouds move eastward, they evaporate under the intense heat, leaving the eastern dayside with clear skies.
The Red Planet’s iconic rusty dust has a much wetter history than previously assumed, find scientists combining European Space Agency (ESA) and NASA spacecraft data with new laboratory experiments on replica Mars dust. The results suggest that Mars rusted early in the planet’s ancient past, when liquid water was more widespread.
A team of international researchers including Dr Jake Taylor from the Department of Physics at the University of Oxford, has used the James Webb Space Telescope (JWST) to explore the exotic atmosphere of LTT 9779 b, a rare ‘ultra-hot Neptune’. The results have been published today (25 February) in a compelling new study in Nature Astronomy.