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Nuclear Energy Conference & Expo (NECX)
September 8–11, 2025
Atlanta, GA|Atlanta Marriott Marquis
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Atomic Canyon partners with INL on AI benchmarks
As interest and investment grows around AI applications in nuclear power plants, there remains a gap in standardized benchmarks that can quantitatively compare and measure the quality and reliability of new products.
Nuclear-tailored AI developer Atomic Canyon is moving to fill that gap by entering into a new strategic partnership with Idaho National Laboratory to develop and release the “first comprehensive benchmark suite for evaluating retrieval-augmented generation (RAG) and large language models (LLMs) in nuclear applications.”
Alessandro Annunziato
Nuclear Technology | Volume 96 | Number 2 | November 1991 | Pages 215-228
Technical Paper | Heat Transfer and Fluid Flow | doi.org/10.13182/NT91-A34607
Articles are hosted by Taylor and Francis Online.
Referring to single-phase natural circulation in steam generators with inverted U-tubes, various working conditions can be postulated in response to perturbations in the operating parameters. Clearly, such behavior is related to potential flow instabilities in parallel channels connected to a common manifold. A physical and analytical interpretation is given of the mechanism governing the onset and eventual divergence of flow surges observed in the LOBI-MOD2 steam generators during the evolution of thermal-hydraulic transients relevant to decay heat removal in pressurized water reactors. Secondary-side heat sink degradation is identified as the primary mechanism leading to the observed oscillations. A generalized analytical steady-state model is used to identify potential unstable operating conditions in the steam generators; a numerical method is then used to describe the transient condition.