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20192022
most citedParallel Explicit Model Predictive Control

10 citations · 12 across the 7 of their papers we have counts for

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9 papers · 1 filter

math.OC2022

Distributed MPC with ALADIN -- A Tutorial

Boris Houska, Jiahe Shi

This paper consists of a tutorial on the Augmented Lagrangian based Alternating Direction Inexact Newton method (ALADIN) and its application to distributed model predictive control…

math.OC2021

Distributed Multi-Building Coordination for Demand Response

Junyan Su, Yuning Jiang, Altug Bitlislioglu +2

This paper presents a distributed optimization algorithm tailored for solving optimal control problems arising in multi-building coordination. The buildings coordinated by a grid o…

math.OC2020

A set-theoretic generalization of dissipativity with applications in Tube MPC

Mario Eduardo Villanueva, Elena De Lazzari, Matthias Müller +1

This paper introduces a framework for analyzing a general class of uncertain nonlinear discrete-time systems with given state-, control-, and disturbance constraints. In particular…

math.OC2020

Towards Global Optimal Control via Koopman Lifts

Mario E. Villanueva, Colin Jones, Boris Houska

This paper introduces a framework for solving time-autonomous nonlinear infinite horizon optimal control problems, under the assumption that all minimizers satisfy Pontryagin's nec…

math.OC2019

Partially Distributed Outer Approximation

Alexander Murray, Timm Faulwasser, Veit Hagenmeyer +2

This paper presents a novel partially distributed outer approximation algorithm, named PaDOA, for solving a class of structured mixed integer convex programming (MICP) problems to…

math.OC2019

Parallel Explicit Tube Model Predictive Control

Kai Wang, Yuning Jiang, Juraj Oravec +2

This paper is about a parallel algorithm for tube-based model predictive control. The proposed control algorithm solves robust model predictive control problems suboptimally, while…