Employing adversarial robustness techniques for large-scale stochastic optimal power flow

A Agarwal, PL Donti, JZ Kolter, L Pileggi - Electric Power Systems …, 2022 - Elsevier
High penetrations of renewables and extreme weather phenomena are driving the need for
large-scale stochastic optimization for power grid operations and planning. However, large …

Two-stage homotopy method to incorporate discrete control variables into AC-OPF

T McNamara, A Pandey, A Agarwal, L Pileggi - Electric Power Systems …, 2022 - Elsevier
Abstract Alternating-Current Optimal Power Flow (AC-OPF) is an optimization problem
critical for planning and operating the power grid. The problem is traditionally formulated …

[PDF][PDF] Bridging Deep Learning and Electric Power Systems

P Donti - 2022 - kilthub.cmu.edu
Climate change is one of the most pressing issues of our time, requiring the rapid
mobilization of many tools and approaches from across society. Machine learning has been …