[HTML][HTML] Deep learning techniques for in-core perturbation identification and localization of time-series nuclear plant measurements

A Papaoikonomou, J Wingate, V Verma… - Annals of Nuclear …, 2022 - Elsevier
The use of machine learning in the field of reactor safety and noise diagnostics has recently
seen great potential given the advancements made in computational tools, hardware and …

[HTML][HTML] Machine learning for analysis of real nuclear plant data in the frequency domain

S Kollias, M Yu, J Wingate, A Durrant, G Leontidis… - Annals of Nuclear …, 2022 - Elsevier
Abstract Machine Learning is used in this paper for noise-diagnostics to detect defined
anomalies in nuclear plant reactor cores solely from neutron detector measurements. The …

Multivariate time series prediction for loss of coolant accidents with a zigmoid-based LSTM

S Gong, S Yang, J She, W Li, S Lu - Frontiers in Energy Research, 2022 - frontiersin.org
Post-LOCA prediction is of safety significance to NPP, but requires a processing coverage of
non-linearity, both short and long-term memory, and multiple system parameters. To enable …

A comparative study of machine learning approaches for identification of perturbed fuel assemblies in WWER-type nuclear reactors

A Kamkar, M Abbasi - Annals of Nuclear Energy, 2025 - Elsevier
Enhancing the safety of nuclear power plants relies on the prompt and accurate
identification of potential anomalies within the reactor. This paper explores the application of …

[HTML][HTML] Adaptive Forecasting of Nuclear Power Plant Operational Status Under Sensor Concept Drift Using a Bridging Distribution Adaptive Network

K Xu, L Liu, Y Lan, S He, H Fang, M Cheng - Sensors, 2024 - mdpi.com
A large number of sensors are required to collect information during the operation of nuclear
power plants to ensure their absolutely safe operation. However, because of the unique …

[PDF][PDF] A New Monte-Carlo-Based Iterative Method for Neutron Noise Calculation

X Yang, L Cao, Q Zheng, Q He, H Wu - kns.org
Power reactor neutron noise is the fluctuations or perturbations of neutron flux induced by
small oscillations of various macro parameters (density, temperatures, mechanical …

Detección de perturbaciones en reactores nucleares utilizando redes neuronales

Q Lec'Hvien - 2023 - riunet.upv.es
[ES] El presente trabajo estudia las posibilidades de detección y localización de pequeñas
anomalías de funcionamiento en un reactor nuclear de agua presión. Mediante la …