activity
20222026
most citedInference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning

58 citations · 81 across the 6 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.LG2023

IMP-MARL: a Suite of Environments for Large-scale Infrastructure Management Planning via MARL

Pascal Leroy, Pablo G. Morato, Jonathan Pisane +2

We introduce IMP-MARL, an open-source suite of multi-agent reinforcement learning (MARL) environments for large-scale Infrastructure Management Planning (IMP), offering a platform…

cs.LG2023

Active learning for structural reliability analysis with multiple limit state functions through variance-enhanced PC-Kriging surrogate models

J. Moran A., P. G. Morato, P. Rigo

Existing active strategies for training surrogate models yield accurate structural reliability estimates by aiming at design space regions in the vicinity of a specified limit stat…