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This paper proposes a method for enlarging the region of attraction of Linear Model Predictive Controllers (MPC) when tracking piecewise-constant references in the presence of pointwise-in-time constraints. It consists of an add-on unit,…

Optimization and Control · Mathematics 2023-10-03 Dominic Liao-McPherson , Terrence Skibik , Torbjørn Cunis , Ilya Kolmanovsky , Marco M. Nicotra

The motion planning problem of generating dynamically feasible, collision-free trajectories in non-convex environments is a fundamental challenge for autonomous systems. Decomposing the problem into path planning and path tracking improves…

Systems and Control · Electrical Eng. & Systems 2025-07-15 Shu Zhang , James Y. Z. Liu , Dominic Liao-McPherson

The paper considers a computational governor strategy to facilitate the implementation of Model Predictive Control (MPC) based on inexact optimization when the time available to compute the solution may be insufficient. In the setting of…

Optimization and Control · Mathematics 2025-09-16 Steven van Leeuwen , Ilya Kolmanovsky

This letter presents a constrained control framework that integrates Explicit Reference Governors (ERG) with Control Barrier Functions (CBF) to ensure recursive feasibility without online optimization. We formulate the reference update as a…

Systems and Control · Electrical Eng. & Systems 2026-04-07 Satoshi Nakano , Emanuele Garone , Gennaro Notomista

This paper presents an adaptive reference governor (RG) framework for a linear system with matched nonlinear uncertainties that can depend on both time and states, subject to both state and input constraints. The proposed framework…

Systems and Control · Electrical Eng. & Systems 2022-08-08 Pan Zhao , Ilya Kolmanovsky , Naira Hovakimyan

Reference governors are add-on schemes that are used to modify trajectories to prevent controlled dynamical systems from violating constraints and so are playing an increasingly important role in aerospace, robotic, and other engineering…

Systems and Control · Electrical Eng. & Systems 2023-03-27 Rick Schieni , Chengwei Zhao , Michael Malisoff , Laurent Burlion

This note describes a reference governor design for a continuous-time nonlinear system with an additive disturbance. The design is based on predicting the response of the nonlinear system by the response of a linear model with a set-bounded…

Systems and Control · Electrical Eng. & Systems 2019-08-27 Nan Li , Ilya Kolmanovsky , Anouck Girard

This paper introduces an add-on, supervisory scheme, referred to as Action Governor (AG), for discrete-time linear systems to enforce exclusion-zone avoidance requirements. It does so by monitoring, and minimally modifying when necessary,…

Systems and Control · Electrical Eng. & Systems 2020-05-19 Nan Li , Kyoungseok Han , Anouck Girard , H. Eric Tseng , Dimitar Filev , Ilya Kolmanovsky

This article develops a control method for linear time-invariant systems subject to time-varying and a priori unknown cost functions, that satisfies state and input constraints, and is robust to exogenous disturbances. To this end, we…

Systems and Control · Electrical Eng. & Systems 2026-02-02 Marko Nonhoff , Mohammad Taher Al Torshan , Matthias A. Müller

Model predictive control solves a constrained optimization problem online in order to compute an implicit closed-loop control policy. Recursive feasibility -- guaranteeing that the optimal control problem will have a solution at every time…

Optimization and Control · Mathematics 2024-10-16 Jacob W. Knaup , Panagiotis Tsiotras

The multi-timestep command governor (MCG) is an add-on algorithm that enforces constraints by modifying, at each timestep, the reference command to a pre-stabilized control system. The MCG can be interpreted as a Model-Predictive Control…

Systems and Control · Electrical Eng. & Systems 2025-10-16 Mostafaali Ayubirad , Hamid R. Ossareh

We tackle neural networks (NNs) to approximate model predictive control (MPC) laws. We propose a novel learning-based explicit MPC structure, which is reformulated into a dual-mode scheme over maximal constrained feasible set. The scheme…

Systems and Control · Electrical Eng. & Systems 2025-07-29 Anjie Mao , Zheming Wang , Hao Gu , Bo Chen , Li Yu

In this work, we propose a control scheme for linear systems subject to pointwise in time state and input constraints that aims to minimize time-varying and a priori unknown cost functions. The proposed controller is based on online convex…

Systems and Control · Electrical Eng. & Systems 2024-12-02 Marko Nonhoff , Johannes Köhler , Matthias A. Müller

This paper presents a fault-tolerant control scheme for constrained linear systems. First, a new variant of the Reference Governor (RG) called At Once Reference Governor (AORG) is introduced. The AORG is distinguished from the conventional…

Optimization and Control · Mathematics 2021-07-20 Mehdi Hosseinzadeh , Ilya Kolmanovsky , Sanjoy Baruah , Bruno Sinopoli

The paper considers the application of reference governors to linear discrete-time systems with constraints given by polynomial inequalities. We propose a novel algorithm to compute the maximal output admissible invariant set in the case of…

Systems and Control · Electrical Eng. & Systems 2021-10-14 Laurent Burlion , Rick Schieni , Ilya Kolmanovsky

This paper introduces a continuous-time constrained nonlinear control scheme which implements a model predictive control strategy as a continuous-time dynamic system. The approach is based on the idea that the solution of the optimal…

Systems and Control · Computer Science 2017-09-20 Marco M. Nicotra , Dominic Liao-McPherson , Ilya V. Kolmanovsky

Reference and command governors are add-on schemes that augment nominal closed-loop systems with the capability to enforce state and control constraints. They do this by monitoring and modifying, when necessary, the reference command.…

Optimization and Control · Mathematics 2021-11-22 Emanuele Garone , Ilya Kolmanovsky

A Command Governor (CG) is an optimization-based add-on scheme to a nominal closed-loop system. It is used to enforce state and control constraints by modifying reference commands. This paper considers the implementation of a CG on embedded…

Optimization and Control · Mathematics 2022-01-11 Mehdi Hosseinzadeh , Bruno Sinopoli , Ilya Kolmanovsky , Sanjoy Baruah

The controller state and reference governor (CSRG) is an add-on scheme for nominal closed-loop systems with dynamic controllers which supervises the controller internal state and the reference input to the closed-loop system to enforce…

Systems and Control · Electrical Eng. & Systems 2020-10-06 Nan Li , Anouck Girard , Ilya Kolmanovsky

In this paper, we consider the problem of constraint management in Linear Periodic (LP) systems using Reference Governors (RG). First, we present the periodic-invariant maximal output admissible sets for LP systems. We extend the earlier…

Optimization and Control · Mathematics 2018-04-26 Hamid R. Ossareh
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