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reactor MOX, are inadequate due to altered thermodynamic behavior. Optimal sintering parameters are essential but complex to define, especially under industrial conditions using continuous furnaces with
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constant intervention of an experienced operator/user. ISOL systems are complicated with many tens of parameters to tune beforehand and require experience and training to be able to do it optimally. Due
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simulation environment. The chosen code will be then adapted and tuned for the purpose of estimating radiological impact assessments of accidental releases from LFR-SMRs. A large set of simulations for short
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accurate Reactor Kinetics parameters for such models. This research will quantify how different modelling choices affect key neutron-physics and safety-relevant Figures of Merit and, in doing so, establish a
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integration of simulation and AI-based analysis. An analytical Monte Carlo-inspired simulator will optimize system geometry and acquisition parameters, support sensitivity studies, and serve as a forward