AI reveals how coating thickness changes the link between surface roughness and pitting resistance
Peer-Reviewed Publication
Updates every hour. Last Updated: 23-Oct-2026 04:16 ET (23-Oct-2026 08:16 GMT/UTC)
Pitting corrosion can threaten the durability of aluminum components. Researchers from Shibaura Institute of Technology, Japan, used interpretable machine learning to reveal a critical shift in how surface morphology affects steam-coated aluminum. The model identified a thickness-dependent change in this interaction near 2,200 nm, or 2.2 µm, within a specific roughness range. The findings suggest directions for coating design and further experimental validation.
More than 80 years after scientists at the University of Oxford turned penicillin into a lifesaving medicine, researchers have revealed previously unseen stages in how nature builds its antibiotic structure.
Vascular topology and hemodynamics define tissue perfusion boundaries, providing essential information for surgical margin planning, vessel preservation, and postoperative functional assessment. Scientists in China developed PAATAM, a real-time photoacoustic tracking and mapping strategy that fuses vascular geometry and signal-intensity features to estimate six-degree-of-freedom handheld probe motion. The method reconstructs globally consistent panoramic 3D vascular maps with 99.67% registration accuracy, opening new avenues for photoacoustic surgical navigation and functional vascular assessment.
A novel interpenetrated RuO2/Co3O4 heterostructure catalyst is developed, which synergistically couples the traditional adsorbate evolution mechanism (AEM) with the more efficient oxide pathway mechanism (OPM) for acidic oxygen evolution, achieving exceptional activity and stability that far surpass commercial RuO2.
New highly adaptable metal-organic frameworks incorporate the highest number of different metals yet reported to offer opportunities to change behaviour without creating new materials from scratch.
A new approach to producing ammonia using renewable electricity has overcome a fundamental energy limitation of the technology, opening new possibilities for cleaner and potentially more cost-effective production of one of the world’s most important chemicals.