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20182022
most citedLearning Stability Certificates from Data

28 citations · 93 across the 15 of their papers we have counts for

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12 papers · 1 filter

math.OC20211 cited

Robust Distributed and Localized Model Predictive Control

Carmen Amo Alonso, Jing Shuang Li, Nikolai Matni +1

We present a robust Distributed and Localized Model Predictive Control (rDLMPC) framework for large-scale structured linear systems. The proposed algorithm uses the System Level Sy…

math.OC20208 cited

Data-Driven System Level Synthesis

Anton Xue, Nikolai Matni

We establish data-driven versions of the System Level Synthesis (SLS) parameterization of achievable closed-loop system responses for a linear-time-invariant system over a finite-h…

math.OC2019

Robust Closed-loop Model Predictive Control via System Level Synthesis

Shaoru Chen, Han Wang, Manfred Morari +2

In this paper, we consider the robust closed-loop model predictive control (MPC) of a linear time-variant (LTV) system with norm bounded disturbances and LTV model uncertainty, whe…

math.OC20198 cited

Efficient Learning of Distributed Linear-Quadratic Controllers

Salar Fattahi, Nikolai Matni, Somayeh Sojoudi

In this work, we propose a robust approach to design distributed controllers for unknown-but-sparse linear and time-invariant systems. By leveraging modern techniques in distribute…

math.OC2019

Robust Performance Guarantees for System Level Synthesis

Nikolai Matni, Anish A. Sarma

We generalize the system level synthesis framework to systems defined by bounded causal linear operators, and use this parameterization to make connections between robust system le…

math.OC2019

Distributed and Localized Model Predictive Control via System Level Synthesis

Carmen Amo Alonso, Nikolai Matni

We present the Distributed and Localized Model Predictive Control (DLMPC) algorithm for large-scale structured linear systems, wherein only local state and model information needs…