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A Comprehensive Assessment and Benchmark Study of Large Atomistic Foundation Models for Phonons

open access: yesAdvanced Intelligent Discovery, EarlyView.
We benchmark six large atomistic foundation models on 2429 crystalline materials for phonon transport properties. The rapid development of universal machine learning potentials (uMLPs) has enabled efficient, accurate predictions of diverse material properties across broad chemical spaces.
Md Zaibul Anam   +5 more
wiley   +1 more source

A solid-state modulator for environmental applications of pulsed acoustics

Digest of Technical Papers. 12th IEEE International Pulsed Power Conference. (Cat. No.99CH36358), 2003
Environmentally friendly control of organic and inorganic fouling of machinery and piping systems is a pressing challenge for both military and civilian institutions, such as the US Navy and the electric power industry. In proof-of-principal testing, pulsed acoustics based on pulsed power modulators has proven effective for both cleaning and prevention
M. Mazzola
openaire   +2 more sources

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