Bonding’s next top model — Projecting bond properties with machine learning

(Institute of Industrial Science, The University of Tokyo) Researchers from The University of Tokyo Institute of Industrial Science have developed a machine learning-based model to predict the characteristics of bonded systems. Using the density of states of the individual component reactants, they have achieved accurate predictions of the binding energy, bond length, number of covalent …

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Unlocking efficient light-energy conversion with stable coordination nanosheets

(Tokyo University of Science) Two-dimensional “nanosheets” made of bonds between metal atoms and organic molecules are attractive candidates for photoelectric conversion, but get corroded easily. In a new study, scientists from Japan and Taiwan present a new nanosheet design using iron and benzene hexathiol that exhibits record stability to air exposure for 60 days, signaling …

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Scientists take first snapshots of ultrafast switching in a quantum electronic device

(DOE/SLAC National Accelerator Laboratory) Scientist demonstrated a new way of observing atoms as they move in a tiny quantum electronic switch as it operates. Along the way, they discovered a new material state that could pave the way for faster, more energy-efficient computing. ​(DOE/SLAC National Accelerator Laboratory) Scientist demonstrated a new way of observing atoms …

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