most citedOptimal Rate of Convergence for Quasi-Stochastic Approximation

5 citations · 5 across the 1 of their papers we have counts for

collaborators

8 papers

math.OC2019

A Lyapunov framework for nested dynamical systems on multiple time scales with application to converter-based power systems

Irina Subotić, Dominic Groß, Marcello Colombino +1

In this work, we present a Lyapunov framework for establishing stability with respect to a compact set for a nested interconnection of nonlinear dynamical systems ordered from slow…

eess.SY2019

A tractable formulation for multi-period linearized optimal power flow in presence of thermostatically controlled loads

Emilio Benenati, Marcello Colombino, Emiliano Dall'Anese

This paper presents a convex reformulation of a nonlinear constrained optimization problem for Markov decision processes, and applies the technical findings to optimal control prob…

math.OC2019

Towards robustness guarantees for feedback-based optimization

Marcello Colombino, John W. Simpson-Porco, Andrey Bernstein

Feedback-based online optimization algorithms have gained traction in recent years because of their simple implementation, their ability to reject disturbances in real time, and th…

math.OC2019

Sample Complexity of Power System State Estimation using Matrix Completion

Joshua Comden, Marcello Colombino, Andrey Bernstein +1

In this paper, we propose an analytical framework to quantify the amount of data samples needed to obtain accurate state estimation in a power system - a problem known as sample co…

math.OC20195 cited

Optimal Rate of Convergence for Quasi-Stochastic Approximation

Andrey Bernstein, Yue Chen, Marcello Colombino +3

The Robbins-Monro stochastic approximation algorithm is a foundation of many algorithmic frameworks for reinforcement learning (RL), and often an efficient approach to solving (or…

math.OC2018

Dispatchable Virtual Oscillator Control for Decentralized Inverter-dominated Power Systems: Analysis and Experiments

Gab-Su Seo, Marcello Colombino, Irina Subotić +3

This paper presents an analysis and experimental validation of dispatchable virtual oscillator control (dVOC) for inverter-dominated power systems. dVOC is a promising decentralize…