4 citations · 11 across the 4 of their papers we have counts for
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cs.LG2023★ 2 cited
Power grid operational risk assessment using graph neural network surrogates
Yadong Zhang, Pranav M Karve, Sankaran Mahadevan
We investigate the utility of graph neural networks (GNNs) as proxies of power grid operational decision-making algorithms (optimal power flow (OPF) and security-constrained unit c…
eess.SY2023★ 1 cited
Operational risk quantification of power grids using graph neural network surrogates of the DC OPF
Yadong Zhang, Pranav M Karve, Sankaran Mahadevan
A DC OPF surrogate modeling framework is developed for Monte Carlo (MC) sampling-based risk quantification in power grid operation. MC simulation necessitates solving a large numbe…