Author

K. Sundar

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Preprint Sep 2026

Conformal Margins for Electrical Transmission Capacity Under Fixed Balancing Policies

This article presents a data-driven approach to minimally adjust forecast-based steady-state generation dispatch in electrical transmission networks. The goal is to manage congestion caused by uncertainty in demand and renewable generation under a fixed automatic generation control (AGC) policy operating without satura...

S. Balaraman, S. Srinivasan, K. Sundar · 0 citations

#machine learning Preprint Aug 2026

Learning Discrete Decisions for MIPs with Constraint-Aware Diffusion

Constrained Graph Diffusion, a graph-based generative diffusion model that learns the discrete component of mixed-integer optimization problems while integrating a training-free feasibility projection operator directly into the reverse diffusion process to steer intermediate samples toward the feasible set throughout g...

Vincenzo Di Vito, Mehdi Taghizadeh, Deepjyoti Deka et al. · 0 citations