Personal profile
Biography
Samuel Bays is a reactor physicist at Idaho National Laboratory (INL). He has more than 15 years of experience designing and analyzing advanced nuclear reactors. Sam's overarching career impacts involve solving the less obvious technical challenges of advanced reactor deployment. His early career explored novel concepts for transuranic waste transmutation. From 2011 - 2020, he was the technical lead for modernizing core reload and safety analysis techniques for the Advanced Test Reactor (ATR). From 2017 - 2021, he was the INL team lead for core design in support of the Versatile Test Reactor (VTR). From 2018 to present, Sam has been a co-principal investigator for several research projects demonstrating how machine learning and artificial intelligence can be used as a tool for material safeguards verification of advanced reactors. In 2020, Sam served on the Mars Transportation Assessment Study (MTAS) for the National Aeronautics and Space Administration (NASA). The MTAS study involved the collaboration of multiple department of energy (DOE) national laboratories and NASA centers to estimate the RD&D needs and cost estimates for a manned mission to Mars. Since 2019, Sam has supported multiple advanced reactor projects as an analyst and subject matter expert on topics ranging from reactor shielding to startup physics testing.
Research Interests
My primary motivation is to seek, understand, and solve the lesser-known minutia technical issues of advanced reactors and the nuclear fuel cycle. Most modern advanced reactor concepts have a history in heritage advanced reactor demonstrations of the mid-20th century. These past reactors solved at least 90% of the technical challenges needed for commercialization. It is my belief that the last 10% of technology maturation requires 80% of the effort. Therefore, I focus my research on those problems for which will likely affect future plant operators and regulators. Examples of this for which I have worked are software quality assurance, safeguards agreement verification, workforce development (i.e., training), reactor and transportation shielding, security of the HALEU supply chain, elevating low-TRL technology through in-pile testing, used fuel storage and eventual recycle.
Education/Academic qualification
PhD, Nuclear Engineering, University of Florida
Award Date: May 1 2008
Master, Nuclear Engineering, University of Florida
Award Date: May 1 2004
Bachelor, Mechanical and Nuclear Engineering, Kansas State University
Award Date: May 1 2002
Keywords
- TK Electrical engineering. Electronics Nuclear engineering
- Transuranic Transmutation
- Advanced Reactor
- Safeguards and Security
- Verification and Validation
- Advanced Reactor Shielding
Fingerprint
- 1 Similar Profiles
Collaborations and top research areas from the last five years
Research output
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Evaluation of Radiation Transport Through a Nuclear-Grade Sandwich Composite
Stewart, R., Bays, S. E. & Ougouag, A. M., Mar 30 2026, (E-pub ahead of print) In: Nuclear Science and Engineering.Research output: Contribution to journal › Article › peer-review
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Challenges and Opportunities Specific to Microreactors: Compact and Light-Weight Shielding During Operation and Transportation
Bays, S. E., Ougouag, A. M., Hiruta, H. & Stewart, R. H., Jul 15 2025, (E-pub ahead of print) In: Nuclear Science and Engineering.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
The AGN-201 Digital Twin: A test bed for remotely monitoring nuclear reactors
Stewart, R., Treviño, E., Shields, A., Heaps, K., Darrington, J., Williams, Q., Pope, C., Scott, J., Baker, B., Palmer, J., Vainqueur, B., Palmer, T. S., Palmer, C., Bays, S., Schanfein, M., Reyes, G. & Ritter, C., Apr 2025, In: Annals of Nuclear Energy. 213, 111041.Research output: Contribution to journal › Article › peer-review
17 Scopus citations -
4th Big Data for Nuclear Power Plants Workshop 2023
Lybeck, N., Walker, C., Chuirazzi, W., Swisher, M., Le Blanc, K., Anderson, M. W., Yadav, V., Bays, S., Diao, X., Khafizov, M., Moraes, L., Kandlakunta, P. & Smidts, C., Jul 17 2024Research output: Book/Report › Technical Report
Open Access -
Activation Analysis of Soils and Materials Under Small Transportable Reactors with Severe Shielding Weight Restrictions
Demuth, R. J., Horwood, A., Phipps, M., Bays, S. & Knight, T. W., Jun 19 2024, 2024 International Congress on Advances in Nuclear Power Plants (ICAPP) .Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
2 Scopus citations
Activities
- 3 Membership of network
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International Nuclear Materials Management (External organization)
Bays, S. (Member)
2020 → …Activity: Membership › Membership of network
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Idaho Local Section of the American Nuclear Society (External organization)
Bays, S. (Member)
2007 → 2015Activity: Membership › Membership of network
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American Nuclear Society (ANS) (External organization)
Bays, S. (Member)
2000 → …Activity: Membership › Membership of network