1,720,978 research outputs found
Feature Selection for Nuclear Transient Diagnostics
HWR828, OECD HALDEN REACTOR PROJECT REPOR
Aggregation of randomized model ensemble outcomes for reconstructing nuclear signals from faulty sensors
Solutions for Plant-Wide On-Line Calibration Monitoring
On-line calibration monitoring evaluates the performance of instrument channels by assessing their mutual consistency and possibly their consistency with other plant measurements. Experience at several nuclear power plants has shown this overall approach to be very effective in identifying faulty instrument channels. Most applications to date have however been confined to the monitoring of a relatively small number of instrument channels. Even though these applications have demonstrated the calibration monitoring properties of the applied techniques, questions remain open on the scalability of the same techniques to large-scale applications, where by large-scale we mean plant-wide implementations involving several hundreds if not thousands of instrument channels. In this paper, we propose a number of prospective solutions grouped in two main categories: i) solutions to handle the calibration monitoring of a very large number of instrument channels and ii) solutions to handle the ensemble of models that might derive from the decomposition of the calibration monitoring task
Diagnosing faults in nuclear components by an ensemble of feature-diverse fuzzy classifiers
Signal Grouping for Sensor Validation: A Multi-Objective Genetic Algorithm Approach
HWR 852, OECD HALDEN REACTOR PROJECT REPOR
Clustering Techniques and Their Application to the Classification of Transients in Nuclear Power Plants
HWR-827, OECD HALDEN REACTOR PROJECT REPOR
Genetic Algorithms for Signal Grouping in Sensor Validation: A Comparison of the Filter and Wrapper Approaches
A Novel Ensemble Model Aggregation for Robust Signal Reconstruction in Nuclear Power Plants Monitoring Systems
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