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Colton J. Ross

4 papers hereh-index 12513 citations27 works total

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

author position
  • middle author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cond-mat.mtrl-sci1
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20222025
most citedLearning Deep Implicit Fourier Neural Operators (IFNOs) with Applications to Heterogeneous Material Modeling

117 citations · 120 across the 4 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2022★ 1 cited

A Physics-Guided Neural Operator Learning Approach to Model Biological Tissues from Digital Image Correlation Measurements

Huaiqian You, Quinn Zhang, Colton J. Ross +3

We present a data-driven workflow to biological tissue modeling, which aims to predict the displacement field based on digital image correlation (DIC) measurements under unseen loa…

cs.LG2022★ 117 cited

Learning Deep Implicit Fourier Neural Operators (IFNOs) with Applications to Heterogeneous Material Modeling

Huaiqian You, Quinn Zhang, Colton J. Ross +2

Constitutive modeling based on continuum mechanics theory has been a classical approach for modeling the mechanical responses of materials. However, when constitutive laws are unkn…

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