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researcher

Kailai Xu

20 papers hereh-index 14994 citations34 works total

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

author position
  • first author13
  • middle author7

Across the 20 of 20 papers where every author was matched, so the position is known.

fields
  • math.NA13
  • physics.geo-ph3
  • cs.DC1
  • math.OC1
  • physics.comp-ph1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20172021
most citedLearning Constitutive Relations from Indirect Observations Using Deep Neural Networks

182 citations · 616 across the 20 of their papers we have counts for

collaborators
Showing physics.geo-phShow all

3 papers · 1 filter

physics.geo-ph2021★ 1 cited

Autonomous Inversion of In Situ Deformation Measurement Data for CO2 Storage Decision Support

Jeff Burghardt, Ting Bao, Kailai Xu +2

Current methods of estimating the change in stress caused by injecting fluid into subsurface formations require choosing the type of constitutive model and the model parameters bas…

physics.geo-ph2020★ 16 cited

Integrating Deep Neural Networks with Full-waveform Inversion: Reparametrization, Regularization, and Uncertainty Quantification

Weiqiang Zhu, Kailai Xu, Eric Darve +2

Full-waveform inversion (FWI) is an accurate imaging approach for modeling velocity structure by minimizing the misfit between recorded and predicted seismic waveforms. However, th…

physics.geo-ph2019★ 3 cited

Coupled Time-lapse Full Waveform Inversion for Subsurface Flow Problems using Intrusive Automatic Differentiation

Dongzhuo Li, Kailai Xu, Jerry M. Harris +1

We describe a novel framework for estimating subsurface properties, such as rock permeability and porosity, from time-lapse observed seismic data by coupling full-waveform inversio…

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