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Hybrid modeling method for reactor coolant loop combining data-driven and physics-based constraints | Synapse
March 3, 2026
Hybrid modeling method for reactor coolant loop combining data-driven and physics-based constraints
XY
Xi Yuan
TB
Tianze Bai
CP
Changhong Peng
Key Points
The hybrid modeling method improves the accuracy of reactor coolant loop assessments, enhancing predictive capabilities.
Accuracy increases by at least 30% when combining data-driven with physics-based constraints in the modeling process.
Analysis combines data-driven methods with physics-based approaches to refine the hybrid modeling technique.
The integration showcases potential for better risk assessment and operational safety in nuclear reactor systems.
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Yuan et al. (Fri,) studied this question.
synapsesocial.com/papers/69a75dcac6e9836116a28069
https://doi.org/https://doi.org/10.1016/j.energy.2026.140177