Ilias Bilionis

Ilias Bilionis

Purdue University

H-index: 28

North America-United States

About Ilias Bilionis

Ilias Bilionis, With an exceptional h-index of 28 and a recent h-index of 25 (since 2020), a distinguished researcher at Purdue University, specializes in the field of Scientific Machine Learning, Uncertainty Quantification.

His recent articles reflect a diverse array of research interests and contributions to the field:

Mass uptake during oxidation of metallic alloys: Literature data collection, analysis, and FAIR sharing

On the well-posedness of inverse problems under information field theory: application to model-form error detection

Eco-feedback and gaming platform for home energy management

Probabilistic physics-guided transfer learning for material property prediction in extrusion deposition additive manufacturing

Unbalanced Optimal Transport for Particle Tracking in PTV

Generative Hyperelasticity with Physics-Informed Probabilistic Diffusion Fields

Physics-informed information field theory for modeling physical systems with uncertainty quantification

Roles of Human and Robotic Agents Toward Operating a Smart Space Habitat

Ilias Bilionis Information

University

Position

Associate Professor Mechanical Engineering

Citations(all)

2921

Citations(since 2020)

2473

Cited By

1426

hIndex(all)

28

hIndex(since 2020)

25

i10Index(all)

59

i10Index(since 2020)

58

Email

University Profile Page

Google Scholar

Ilias Bilionis Skills & Research Interests

Scientific Machine Learning

Uncertainty Quantification

Top articles of Ilias Bilionis

Mass uptake during oxidation of metallic alloys: Literature data collection, analysis, and FAIR sharing

Computational Materials Science

2024/1/30

On the well-posedness of inverse problems under information field theory: application to model-form error detection

arXiv preprint arXiv:2401.14224

2024/1/25

Ilias Bilionis
Ilias Bilionis

H-Index: 19

Eco-feedback and gaming platform for home energy management

2024/3/21

Probabilistic physics-guided transfer learning for material property prediction in extrusion deposition additive manufacturing

Computer Methods in Applied Mechanics and Engineering

2024/2/1

Unbalanced Optimal Transport for Particle Tracking in PTV

Bulletin of the American Physical Society

2023/11/20

Generative Hyperelasticity with Physics-Informed Probabilistic Diffusion Fields

arXiv preprint arXiv:2310.03745

2023/9/11

Ilias Bilionis
Ilias Bilionis

H-Index: 19

Francisco Sahli Costabal
Francisco Sahli Costabal

H-Index: 14

Physics-informed information field theory for modeling physical systems with uncertainty quantification

Journal of Computational Physics

2023/8/1

Ilias Bilionis
Ilias Bilionis

H-Index: 19

Roles of Human and Robotic Agents Toward Operating a Smart Space Habitat

2023/7/16

An information field theory approach to Bayesian state and parameter estimation in dynamical systems

arXiv preprint arXiv:2306.02150

2023/6/3

Ilias Bilionis
Ilias Bilionis

H-Index: 19

A Bayesian Hierarchical Model for Extracting Individuals’ Theory-Based Causal Knowledge

Journal of Computing and Information Science in Engineering

2023/6/1

Atharva Hans
Atharva Hans

H-Index: 0

Ilias Bilionis
Ilias Bilionis

H-Index: 19

Learning to solve Bayesian inverse problems: An amortized variational inference approach

arXiv preprint arXiv:2305.20004

2024/1/16

Sharmila Karumuri
Sharmila Karumuri

H-Index: 1

Ilias Bilionis
Ilias Bilionis

H-Index: 19

Optimizing autoinjector devices using physics-based simulations and Gaussian processes

Journal of the Mechanical Behavior of Biomedical Materials

2023/4/1

Xiaoxu Zhong
Xiaoxu Zhong

H-Index: 4

Ilias Bilionis
Ilias Bilionis

H-Index: 19

Modeling large-volume subcutaneous injection of monoclonal antibodies with anisotropic porohyperelastic models and data-driven tissue layer geometries

Journal of the Mechanical Behavior of Biomedical Materials

2023/2/1

Hierarchical Bayesian approach to experimental data fusion: Application to strength prediction of high entropy alloys from hardness measurements

Computational Materials Science

2023/1/25

Unsupervised Damage Detection for Smart Extraterrestrial Habitats Using Autoencoders and Information Fusion

STRUCTURAL HEALTH MONITORING 2023

2023

Agent-based models for real-time fault-recovery in cyber-physical testbeds for Smart Habitats

2023

Ilias Bilionis
Ilias Bilionis

H-Index: 19

MySmartE-A Cloud-Based Smart Home Energy Application for Energy-Aware Multi-unit Residential Buildings

ASHRAE Transactions

2023

Stochastic Volumetric Reconstruction

15th International Symposium on Particle Image Velocimetry

2023

Human decision making during eco-feedback intervention in smart and connected energy-aware communities

Energy and Buildings

2023/1/1

Automated image localization to support rapid building reconnaissance in a large‐scale area

Computer‐Aided Civil and Infrastructure Engineering

2023/1

See List of Professors in Ilias Bilionis University(Purdue University)

Co-Authors

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