Overview
Personal Profile
Hilary Egan's work focuses on leveraging applied artificial intelligence (AI) and computational science to address critical challenges across renewable energy domains. Key research areas include developing AI methods to connect high-performance computing simulations with experiments, improving the energy efficiency and grid integration of data centers, and advancing autonomous laboratory technologies.
Research Interests
Deep learning
High-performance computing
Multi-fidelity methods
Uncertainty quantification
Statistical inference
Differentiable simulations
Education/Academic Qualification
Bachelor, Physics, Michigan State University
PhD, Astrophysics and Planetary Science, University of Colorado Boulder
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Collaborations and Top Research Areas From the Past 5 Years
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A Simple Panel System to Overcome Interface Challenges for Retrofits: Preprint
Kaufman, Z., Goldwasser, D., Poerschke, A., Bianchi, M., Laurence-Chasen, J. D., Egan, H., Parker, J.-M., Harris, C. & Wolfgang, B., 2026. 12 p.Research output: Contribution to conference › Paper
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A Beginner's Guide to Power and Energy Measurement and Estimation for Computing and Machine Learning
Jagannadharao, A., Beckage, N., Biswas, S., Egan, H., Gafur, J., Metsch, T., Nafus, D., Raffa, G. & Tripp, C., 2025, 37 p.Research output: NLR › Technical Report
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Accelerating Discovery of Atomistic Defects via Machine Learning
Guinan, G., Smeaton, M., Egan, H., Glaws, A., Wyatt, B., Anasori, B. & Spurgeon, S., 2025, 1 p. National Laboratory of the Rockies (NLR).Research output: NLR › Poster
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Adaptive Computing for Scale-Up Problems
Griffin, K., Egan, H., Henry de Frahan, M., Mueller, J., Vaidhynathan, D., Wald, D., Chintala, R., Doronina, O., Sitaraman, H., Young, E., King, R., Sanyal, J., Day, M. & Larsen, R., 2025, In: Computing in Science and Engineering. 27, 1, p. 28-38 11 p.Research output: Contribution to journal › Article › peer-review
2 Scopus Citations -
Applications of Explainable Artificial Intelligence in Renewable Energy Research
Perr-Sauer, J., Ugirumurera, J., Gafur, J., Bensen, E., Nguyen, T., Paul, S., Severino, J., Nag, A., Vijayshankar, S., Gasper, P., Finegan, D., Holden, J., Mueller, J., Graf, P., Tripp, C. & Egan, H., 2025, In: Energy Reports. 14, 19 p.Research output: Contribution to journal › Article › peer-review
3 Scopus Citations