LabCompass

Ilias Bilionis

Computer Science · Purdue University West Lafayette

OpenAlex ORCID
Mid career · publishing since 2010
Gaussian Processes and Bayesian InferenceProbabilistic and Robust Engineering DesignBuilding Energy and Comfort OptimizationAdvanced Multi-Objective Optimization AlgorithmsModel Reduction and Neural Networks

Publications

205

Citations

3,240

Est. group size

~25

Recurring co-author estimate

Active years

17

Publishing since 2010

Research summary
AI-generated

Ilias Bilionis works on combining statistics and machine learning with physics-based models to handle uncertainty in engineering systems. His work includes Bayesian methods for calibrating and estimating parameters in physical models, physics-informed neural networks, and applications such as heat transfer in manufacturing, engine emissions modeling, and material property prediction. Prospective students would likely engage with topics at the intersection of probabilistic modeling, scientific computing, and engineering design.

Bayesian inference and uncertainty quantificationPhysics-informed machine learningGaussian processes and neural networks for scientific computingInverse problems and parameter estimation in dynamical systemsEngineering applications (manufacturing, heat transfer, engine modeling)

Publication output has fluctuated over the past decade, peaking around 2019 and again in 2025, with a relatively steady average of about 16 publications per year over the last five years.

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

Publication cadence
Publications per year over the last 10 years — averaging 16.0/year recently
2017: 8 publications172018: 17 publications182019: 29 publications29192020: 18 publications202021: 16 publications212022: 18 publications222023: 14 publications232024: 14 publications242025: 21 publications252026: 13 publications26
Recent publications
Publishes in
  • arXiv (Cornell University)×34
  • SSRN Electronic Journal×9
  • Building and Environment×7
  • Journal of Computational Physics×6
  • Energy and Buildings×6
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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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