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researcher

G. Teichert

13 papers hereh-index 11602 citations31 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author8
  • middle author5

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci4
  • cs.CE2
  • physics.comp-ph2
  • cond-mat.soft1
  • cs.LG1
  • physics.app-ph1

identity via Semantic Scholar / OpenAlex

activity
20162023
most citedMachine learning materials physics: Integrable deep neural networks enable scale bridging by learning free energy functions

113 citations · 268 across the 13 of their papers we have counts for

collaborators
Showing cs.CEShow all

2 papers · 1 filter

cs.CE2023★ 2 cited

Bridging scales with Machine Learning: From first principles statistical mechanics to continuum phase field computations to study order disorder transitions in LixCoO2

G. H. Teichert, S. Das, M. Faghih Shojaei +5

LixTMO2 (TM=Ni, Co, Mn) forms an important family of cathode materials for Li-ion batteries, whose performance is strongly governed by Li composition-dependent crystal structure an…

cs.CE2021

mechanoChemML: A software library for machine learning in computational materials physics

X. Zhang, G. H. Teichert, Z. Wang +7

We present mechanoChemML, a machine learning software library for computational materials physics. mechanoChemML is designed to function as an interface between platforms that are…

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