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20172026
most citedS-SGD: Symmetrical Stochastic Gradient Descent with Weight Noise Injection for Reaching Flat Minima

5 citations · 17 across the 11 of their papers we have counts for

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math.OC2026

Revisiting Simultaneous Methods for Dynamic Optimization in the GPU Era

Joseph W. Choi, Sungho Shin

We revisit the classical topic in dynamic optimization: sequential vs simultaneous methods for solving DAE-constrained optimization problems, with a particular focus on how graphic…

math.OC2023

Accelerating Optimal Power Flow with GPUs: SIMD Abstraction of Nonlinear Programs and Condensed-Space Interior-Point Methods

Sungho Shin, François Pacaud, Mihai Anitescu

This paper introduces a framework for solving alternating current optimal power flow (ACOPF) problems using graphics processing units (GPUs). While GPUs have demonstrated remarkabl…

math.OC2022

Condensed interior-point methods: porting reduced-space approaches on GPU hardware

François Pacaud, Sungho Shin, Michel Schanen +2

The interior-point method (IPM) has become the workhorse method for nonlinear programming. The performance of IPM is directly related to the linear solver employed to factorize the…

math.OC2020

Overlapping Schwarz Decomposition for Constrained Quadratic Programs

Sungho Shin, Mihai Anitescu, Victor M. Zavala

We present an overlapping Schwarz decomposition algorithm for constrained quadratic programs (QPs). Schwarz algorithms have been traditionally used to solve linear algebra systems…

math.OC2020

Multi-Grid Schemes for Multi-Scale Coordination of Energy Systems

Sungho Shin, Victor M. Zavala

We discuss how multi-grid computing schemes can be used to design hierarchical coordination architectures for energy systems. These hierarchical architectures can be used to manage…

math.OC2020

Computing Economic-Optimal and Stable Equilibria for Droop-Controlled Microgrids

Sungho Shin, Victor M. Zavala

We consider the problem of computing equilibria (steady-states) for droop-controlled, islanded, AC microgrids that are both economic-optimal and dynamically stable. This work is mo…