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Topology reveals the hidden rules of amorphous materials — Softness arises from hierarchical structures

A research team has discovered the structural origins of mechanical softness in amorphous materials like glass, attributing it to hierarchical ring structures that coexist with medium-range order and local disorder. This finding will accelerate the design of flexible and strong amorphous solids.

SourceThe University of Osaka·JournalNature Communications·TypeComputational simulation/modeling·DateSep 25, 2025

Topology and machine learning reveal hidden relationship in amorphous silicon

Researchers used topological mathematics and machine learning to identify a hidden relationship between nano-scale structures and thermal conductivity in amorphous silicon. They found that the persistent homology diagram can be used as a descriptor for machine learning, achieving accurate predictions about thermal conductivities.

SourceNational Institutes of Natural Sciences·JournalThe Journal of Chemical Physics·TypeComputational simulation/modeling·DateJun 24, 2022

Recharging on stable, amorphous silicon

Researchers have developed a porous amorphous silicon modification that compensates for the disadvantages of crystalline silicon in lithium ion batteries. The resulting material exhibits excellent electrochemical characteristics with a capacity three times better than graphite and much longer cycling stability.

SourceWiley·JournalAngewandte Chemie International Edition·DateOct 11, 2016