3 citations · 7 across the 10 of their papers we have counts for
4 papers · 1 filter
Integrating Forecasting Models Within Steady-State Analysis and Optimization
Aayushya Agarwal, Larry Pileggi
Extreme weather variations and the increasing unpredictability of load behavior make it difficult to determine power grid dispatches that are robust to uncertainties. While machine…
A Hybrid Simulation of DNN-based Gray Box Models
Aayushya Agarwal, Yihan Ruan, Larry Pileggi
Simulation is vital for engineering disciplines, as it enables the prediction and design of physical systems. However, the computational challenges inherent to large-scale simulati…
An Equivalent Circuit Approach to Distributed Optimization
Aayushya Agarwal, Larry Pileggi
Distributed optimization is an essential paradigm to solve large-scale optimization problems in modern applications where big-data and high-dimensionality creates a computational b…
ECCO: Equivalent Circuit Controlled Optimization
Aayushya Agarwal, Carmel Fiscko, Soummya Kar +2
We propose an adaptive optimization algorithm for solving unconstrained scaled gradient flow problems that achieves fast convergence by controlling the optimization trajectory shap…