LabCompass

Sharmila Karumuri

Decision Sciences · Purdue University West Lafayette

OpenAlex ORCID
Early career · publishing since 2019Rising activity
Probabilistic and Robust Engineering DesignMachine Learning in Materials ScienceGaussian Processes and Bayesian InferenceAdvanced Materials Characterization TechniquesElectrocatalysts for Energy Conversion

Publications

12

Citations

184

Est. group size

~6

Recurring co-author estimate

Active years

7

Publishing since 2019

Research summary
AI-generated

Sharmila Karumuri works on computational methods that combine physics knowledge with machine learning, particularly using neural network models (called neural operators) to quickly solve complex mathematical equations describing physical systems, such as those changing over time. This work has applications in engineering design and materials science where fast, accurate predictions are needed to replace slow traditional simulations.

Physics-informed machine learningNeural operator networksUncertainty quantification and Bayesian inferenceScientific computing for engineering designEfficient training methods for deep learning models

Publication output was minimal or absent for much of the last decade but has grown noticeably since 2022, with the highest activity in 2024-2025.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence
Publications per year over the last 10 years — averaging 2.2/year recently
17182019: 1 publication1920212022: 1 publication222023: 3 publications232024: 3 publications242025: 4 publications42526
Recent publications
Publishes in
  • arXiv (Cornell University)×4
  • Journal of Computational Physics×2
  • Computational Materials Science×2
  • Computer Methods in Applied Mechanics and Engineering×1
  • World Scientific Annual Review of Artificial Intelligence×1
Similar researchers
By research-topic overlap
  • Hao Wu

    Decision Sciences · Purdue University West Lafayette

  • Abdollah Shafieezadeh

    Decision Sciences · The Ohio State University

  • Dongbin Xiu

    Decision Sciences · The Ohio State University

  • Chi Zhang

    Decision Sciences · The Ohio State University

  • Jianhua Yin

    Decision Sciences · Purdue University West Lafayette

This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 20, 2026.

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