LabCompass

Guang Lin

Physics and Astronomy · Purdue University West Lafayette

OpenAlex ORCID
Mid career · publishing since 2001
Model Reduction and Neural NetworksProbabilistic and Robust Engineering DesignGaussian Processes and Bayesian InferenceAdvanced Numerical Methods in Computational MathematicsPower System Optimization and Stability

Publications

402

Citations

6,671

Est. group size

~20

Recurring co-author estimate

Active years

26

Publishing since 2001

Research summary
AI-generated

Guang Lin works on developing mathematical and machine learning methods for modeling complex physical and biological systems, combining tools like physics-informed neural networks, diffusion models, and Bayesian/Kalman filtering techniques. Application areas in recent work span protein structure prediction, PDE (partial differential equation) solvers, image and signal processing, EEG-based emotion recognition, and large language model reasoning and safety. This is a broad, methods-driven research program bridging computational mathematics, scientific machine learning, and applied data science.

Physics-informed and scientific machine learningNeural network methods for PDEs and inverse problemsDiffusion and generative modelsUncertainty quantification and Bayesian inferenceApplications in biology, imaging, and language models

Publication output has grown substantially over the last decade, rising from around 14 papers in 2017 to over 50 in 2025, with a generally steady increase and no signs of slowing.

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

Publication cadence
Publications per year over the last 10 years — averaging 30.8/year recently
2017: 14 publications172018: 20 publications182019: 28 publications192020: 36 publications202021: 38 publications212022: 27 publications222023: 35 publications232024: 35 publications242025: 52 publications52252026: 5 publications26
Recent publications
Publishes in
  • arXiv (Cornell University)×80
  • Journal of Computational Physics×32
  • SSRN Electronic Journal×20
  • Journal of Computational and Applied Mathematics×8
  • Water Resources Research×4
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By research-topic overlap
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  • Amirhossein Mollaali

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  • Adithya Srinivasan

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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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