Journal Article FZJ-2021-03942

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Chromium Doped UO2-Based Ceramics: Synthesis and Characterization of Model Materials for Modern Nuclear Fuels

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2021
MDPI Basel

Materials 14(20), 6160 - () [10.3390/ma14206160]

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Abstract: We here unify the field-theoretical approach to neuronal networks with large deviations theory. For a prototypical random recurrent network model with continuous-valued units, we show that the effective action is identical to the rate function and derive the latter using field theory. This rate function takes the form of a Kullback-Leibler divergence which enables data-driven inference of model parameters and calculation of fluctuations beyond mean-field theory. Lastly, we expose a regime with fluctuation-induced transitions between mean-field solutions.

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Contributing Institute(s):
  1. Nukleare Entsorgung und Reaktorsicherheit (IEK-6)
Research Program(s):
  1. 1411 - Nuclear Waste Disposal (POF4-141) (POF4-141)

Appears in the scientific report 2021
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 Record created 2021-10-19, last modified 2024-07-12


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