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06/18/2023
GPU-Accelerated Verification of Machine Learning Models for Power Systems
Computational tools for rigorously verifying the performance of large-sc...
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11/14/2022
Global Performance Guarantees for Neural Network Models of AC Power Flow
Machine learning can generate black-box surrogate models which are both ...
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09/18/2022
Emission-Aware Optimization of Gas Networks: Input-Convex Neural Network Approach
Gas network planning optimization under emission constraints prioritizes...
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03/14/2022
Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems
Deep decarbonization of the energy sector will require massive penetrati...
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10/21/2021
Modeling the AC Power Flow Equations with Optimally Compact Neural Networks: Application to Unit Commitment
Nonlinear power flow constraints render a variety of power system optimi...
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06/04/2021