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most citedCovariance-free Bi-fidelity Control Variates Importance Sampling for Rare Event Reliability Analysis

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stat.ML2024

Reliability Analysis of Complex Systems using Subset Simulations with Hamiltonian Neural Networks

Denny Thaler, Somayajulu L. N. Dhulipala, Franz Bamer +2

We present a new Subset Simulation approach using Hamiltonian neural network-based Monte Carlo sampling for reliability analysis. The proposed strategy combines the superior sampli…