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cs.LG2023★ 1 cited
GPU-Accelerated Verification of Machine Learning Models for Power Systems
Samuel Chevalier, Ilgiz Murzakhanov, Spyros Chatzivasileiadis
Computational tools for rigorously verifying the performance of large-scale machine learning (ML) models have progressed significantly in recent years. The most successful solvers…
cs.LG2021
Neural network interpretability for forecasting of aggregated renewable generation
Yucun Lu, Ilgiz Murzakhanov, Spyros Chatzivasileiadis
With the rapid growth of renewable energy, lots of small photovoltaic (PV) prosumers emerge. Due to the uncertainty of solar power generation, there is a need for aggregated prosum…