Reference and command governors for systems with constraints: A survey on theory and applications

Reference and command governors are add-on control schemes which enforce state and control constraints on pre-stabilized systems by modifying, whenever necessary, the reference. This paper surveys the extensive literature concerning the development of such schemes for linear and nonlinear systems. The treatment of unmeasured disturbances and parametric uncertainties is also detailed. Generalizations, including extended command governors, feedforward reference governors, reduced order reference governors, parameter governors, networked reference governors, and decentralized/distributed reference governors, are discussed. Practical applications of these techniques are presented and surveyed as well. A comprehensive list of references is included. Connections with related approaches, including model predictive control and input shaping, are discussed. Opportunities and directions for future research are highlighted.

[1]  Ilya Kolmanovsky,et al.  Reference governors for supplemental torque source control in turbocharged diesel engines , 1997, Proceedings of the 1997 American Control Conference (Cat. No.97CH36041).

[2]  Alberto Bemporad,et al.  The explicit linear quadratic regulator for constrained systems , 2003, Autom..

[3]  Ilya Kolmanovsky,et al.  Nonlinear control of discrete-time linear systems with state and control constraints: a reference governor with global convergence properties , 1994, Proceedings of 1994 33rd IEEE Conference on Decision and Control.

[4]  Antonio Ferramosca,et al.  MPC for tracking of constrained nonlinear systems , 2009, CDC 2009.

[5]  Alberto Bemporad,et al.  A Multiparametric Quadratic Programming Algorithm With Polyhedral Computations Based on Nonnegative Least Squares , 2015, IEEE Transactions on Automatic Control.

[6]  Ilya Kolmanovsky,et al.  Control design for electromagnetic actuators based on backstepping and landing reference governor , 2010 .

[7]  Edoardo Mosca,et al.  Predictive teleoperation of constrained dynamic systems via Internet-like channels , 2006, IEEE Transactions on Control Systems Technology.

[8]  Franco Blanchini,et al.  Set-theoretic methods in control , 2007 .

[9]  Emanuele Garone,et al.  Nonlinear control of an actuated tethered airfoil , 2014, 22nd Mediterranean Conference on Control and Automation.

[10]  Hao Guo,et al.  Long seek control of hard disk drives using reference governor: An improved result , 2012, 2012 7th IEEE Conference on Industrial Electronics and Applications (ICIEA).

[11]  Yurii Nesterov,et al.  Introductory Lectures on Convex Optimization - A Basic Course , 2014, Applied Optimization.

[12]  Hyun Min Do,et al.  DESIGN OF REFERENCE GOVERNOR FOR LINEAR SYSTEMS WITH INPUT CONSTRAINTS , 2005 .

[13]  Marco Dorigo,et al.  Distributed constrained connectivity control for proximity networks based on a receding horizon scheme , 2015, 2015 American Control Conference (ACC).

[14]  Basil Kouvaritakis,et al.  Who needs QP for linear MPC anyway? , 2002, Autom..

[15]  George A. Perdikaris Computer Controlled Systems , 1991 .

[16]  Alberto Bemporad,et al.  Model predictive control of magnetically actuated mass spring dampers for automotive applications , 2007, Int. J. Control.

[17]  Emanuele Garone,et al.  Nonlinear control of a tethered UAV: The taut cable case , 2017, Autom..

[18]  Takaaki Taguchi,et al.  A Dual Mode Reference Governor for Discrete Time Systems with State and Control Constraints , 2007, 2007 IEEE 22nd International Symposium on Intelligent Control.

[19]  Jay H. Lee,et al.  Model predictive control: past, present and future , 1999 .

[20]  Edoardo Mosca,et al.  Bank-to-Turn Missile Autopilot Design Via Observer-Based Command Governor Approach , 2004 .

[21]  Edoardo Mosca,et al.  Hybrid constrained formation flying control of micro-satellites , 2007 .

[22]  Jing Sun,et al.  Approaches to Computationally Efficient Implementation of Gain Governors For Nonlinear Systems With Pointwise-in-Time Constraints , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[23]  Graham C. Goodwin,et al.  Constrained Control and Estimation: an Optimization Approach , 2004, IEEE Transactions on Automatic Control.

[24]  Julia H. Buckland,et al.  Reference Governors for Enforcing Compressor Surge Constraints , 2016, IEEE Transactions on Control Systems Technology.

[25]  Alberto Bemporad,et al.  Predictive control of teleoperated constrained systems with unbounded communication delays , 1998, Proceedings of the 37th IEEE Conference on Decision and Control (Cat. No.98CH36171).

[26]  D. Limón,et al.  MPC for tracking zone regions , 2010 .

[27]  Qinghua Li,et al.  Fast reference governors for second-order linear systems with constraints and an input time-delay , 2014, Autom..

[28]  Andrew G. Alleyne,et al.  ACTIVE SUPERSONIC FLOW CONTROL USING HYSTERESIS COMPENSATION AND ERROR GOVERNOR , 2002 .

[29]  M. N. Abdelkrim,et al.  Two-level Active Fault Tolerant Control approach , 2011, Eighth International Multi-Conference on Systems, Signals & Devices.

[30]  Alessandro Casavola,et al.  Supervision of networked dynamical systems under coordination constraints , 2006, IEEE Transactions on Automatic Control.

[31]  Massimiliano Mattei,et al.  A reconfigurable aircraft control scheme based on an hybrid Command Governor supervisory approach , 2014, 2014 American Control Conference.

[32]  E. Kerrigan Robust Constraint Satisfaction: Invariant Sets and Predictive Control , 2000 .

[33]  Kenji Hirata,et al.  Reference Governor for Constrained Systems with Time-varying References , 2006, 2006 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems.

[34]  Emanuele Garone,et al.  Sensorless supervision of linear dynamical systems: The Feed-Forward Command Governor approach , 2011, Autom..

[35]  Emanuele Garone,et al.  The Distributed Command Governor Approach in a Nutshell , 2014 .

[36]  L. Chisci,et al.  Predictive tracking control of constrained nonlinear systems , 2005 .

[37]  Stefano Di Cairano,et al.  Constrained actuator coordination by virtual state governing , 2011, IEEE Conference on Decision and Control and European Control Conference.

[38]  Warren P. Seering,et al.  Preshaping Command Inputs to Reduce System Vibration , 1990 .

[39]  Ilya V. Kolmanovsky,et al.  Reduced order extended command governor , 2014, Autom..

[40]  Vladimir A. Chobotov Spacecraft Attitude Dynamics and Control , 1991 .

[41]  Eduardo F. Camacho,et al.  MPC for tracking piecewise constant references for constrained linear systems , 2008, Autom..

[42]  Antonio Ferramosca,et al.  MPC for tracking of constrained nonlinear systems , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[43]  Ilya V. Kolmanovsky,et al.  Reference governors for linear systems with nonlinear constraints , 2011, IEEE Conference on Decision and Control and European Control Conference.

[44]  Antonio Ferramosca,et al.  MPC for tracking with optimal closed-loop performance , 2009, Autom..

[45]  Emanuele Garone,et al.  Improved Feed-Forward Command Governor Strategies for Constrained Discrete-Time Linear Systems , 2014, IEEE Transactions on Automatic Control.

[46]  Edoardo Mosca,et al.  Command governors for constrained nonlinear systems , 1999, IEEE Trans. Autom. Control..

[47]  E. Mosca,et al.  Nonlinear control of constrained linear systems via predictive reference management , 1997, IEEE Trans. Autom. Control..

[48]  Angelo Furfaro,et al.  A fault-tolerant real-time supervisory scheme for an interconnected four-tank system , 2010, Proceedings of the 2010 American Control Conference.

[49]  William Singhose,et al.  Command shaping for flexible systems: A review of the first 50 years , 2009 .

[50]  E. Mosca,et al.  Reference governor for constrained uncertain linear systems subject to bounded input disturbances , 1996, Proceedings of 35th IEEE Conference on Decision and Control.

[51]  A. Raghunathan,et al.  ADMM for Convex Quadratic Programs: Linear Convergence and Infeasibility Detection , 2014, 1411.7288.

[52]  Edoardo Mosca,et al.  On feasible set-membership state estimators in constrained command governor control , 2001, Autom..

[53]  Stefano Di Cairano,et al.  Reference governor for Network Control Systems subject to variable time-delay , 2015, Autom..

[54]  Walter Lucia,et al.  A set-theoretic control architecture for constrained switching systems , 2016, 2016 American Control Conference (ACC).

[55]  Peter Martin,et al.  An application study of online reference governor to boost pressure control for automotive diesel engines , 2014, 2014 American Control Conference.

[56]  F. Borrelli,et al.  Reference governor for constrained piecewise affine systems , 2009 .

[57]  E. Gilbert,et al.  Theory and computation of disturbance invariant sets for discrete-time linear systems , 1998 .

[58]  Ilya Kolmanovsky,et al.  Model predictive control and Extended Command Governor for improving robustness of relative motion guidance and control , 2014 .

[59]  Ilya Kolmanovsky,et al.  Parameter governors for discrete-time nonlinear systems with pointwise-in-time state and control constraints , 2004 .

[60]  K. Kogiso,et al.  A reference governor in a piecewise state affine function , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[61]  Alberto Bemporad,et al.  Predictive path parameterization for constrained robot control , 1999, IEEE Trans. Control. Syst. Technol..

[62]  Alberto Bemporad,et al.  Ultra-Fast Stabilizing Model Predictive Control via Canonical Piecewise Affine Approximations , 2011, IEEE Transactions on Automatic Control.

[63]  David Q. Mayne,et al.  Robust model predictive control using tubes , 2004, Autom..

[64]  Emanuele Garone,et al.  Distributed coordination-by-constraint strategies for multi-agent networked systems , 2011, 2011 50th IEEE Conference on Decision and Control and European Control Conference.

[65]  Hayato Nakada,et al.  Application of Reference Governor Using Soft Constraints and Steepest Descent Method to Diesel Engine Aftertreatment Temperature Control , 2013 .

[66]  Christophe Aubrun,et al.  Fault adaptation based on reference governor , 2010, 2010 Conference on Control and Fault-Tolerant Systems (SysTol).

[67]  So-Ryeok Oh,et al.  A reference governor-based controller for a cable robot under input constraints , 2005, IEEE Transactions on Control Systems Technology.

[68]  Emanuele Garone,et al.  Distributed coordination-by-constraint strategies in networked multi-area power systems , 2011, 2011 IEEE International Symposium on Industrial Electronics.

[69]  D K Smith,et al.  Numerical Optimization , 2001, J. Oper. Res. Soc..

[70]  Elmer G. Gilbert,et al.  Constrained linear systems with hard constraints and disturbances: An extended command governor with large domain of attraction , 2011, Autom..

[71]  Ilya V. Kolmanovsky,et al.  Controller state and reference governors for discrete-time linear systems with pointwise-in-time state and control constraints , 2015, 2015 American Control Conference (ACC).

[72]  K. Takaba,et al.  Reference management using state observers , 2005 .

[73]  Stefano Di Cairano,et al.  MPC and spatial governor for multistage precision manufacturing machines , 2015 .

[74]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.

[75]  Emanuele Garone,et al.  Taut Cable Control of a Tethered UAV , 2014 .

[76]  Emanuele Garone,et al.  A liveliness analysis of a distributed constrained coordination strategy for multi-agent linear systems , 2011, IEEE Conference on Decision and Control and European Control Conference.

[77]  Ilya Kolmanovsky,et al.  Stability, Control, and Constraint Enforcement of Piston Motion in a Hydraulic Free-Piston Engine , 2017, IEEE Transactions on Control Systems Technology.

[78]  Masaru Noda,et al.  Constrained control for chemical processes using reference governor , 2006 .

[79]  Alberto Bemporad,et al.  Vehicle Yaw Stability Control by Coordinated Active Front Steering and Differential Braking in the Tire Sideslip Angles Domain , 2013, IEEE Transactions on Control Systems Technology.

[80]  Michael Athans,et al.  Design of feedback control systems for stable plants with saturating actuators , 1988, Proceedings of the 27th IEEE Conference on Decision and Control.

[81]  Ilya Kolmanovsky,et al.  Developments in Constrained Control Using Reference Governors , 2012 .

[82]  Emanuele Garone,et al.  A Distributed Multi-Agent Command Governor Strategy for the Coordination of Networked Interconnected Systems , 2014, IEEE Transactions on Automatic Control.

[83]  D. Martino Flight control with amplitude and rate constraints: A Command Governor approach , 2008, 2008 American Control Conference.

[84]  F. Schweppe,et al.  Control of linear dynamic systems with set constrained disturbances , 1971 .

[85]  Frederick A. Leve,et al.  Spacecraft constrained attitude control using positively invariant constraint admissible sets on SO(3) × ℝ3 , 2014, 2014 American Control Conference.

[86]  Yoshiyuki Noda,et al.  Operator assistance system of rotary crane by gain-scheduled H∞ controller with reference governor , 2010, 2010 IEEE International Conference on Control Applications.

[87]  Liuping Wang,et al.  Efficient algorithms for trading off feasibility and performance in predictive control , 2010, Int. J. Control.

[88]  Fabian Mueller,et al.  On control concepts to prevent fuel starvation in solid oxide fuel cells , 2008 .

[89]  Ilya V. Kolmanovsky,et al.  Constrained control of very flexible aircraft using reference and extended command governors , 2013, 2013 American Control Conference.

[90]  Kandler A. Smith Electrochemical Control of Lithium-Ion Batteries , 2010 .

[91]  Ye Tian,et al.  Reduced Order and Prioritized Reference Governors for Limit Protection in Aircraft Gas Turbine Engines , 2014 .

[92]  Emanuele Garone,et al.  An Explicit Reference Governor for the robust constrained control of nonlinear systems , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).

[93]  Alberto Bemporad,et al.  An Accelerated Dual Gradient-Projection Algorithm for Embedded Linear Model Predictive Control , 2014, IEEE Transactions on Automatic Control.

[94]  Ilya V. Kolmanovsky,et al.  Nonlinear tracking control in the presence of state and control constraints: a generalized reference governor , 2002, Autom..

[95]  Ilya V. Kolmanovsky,et al.  Reference governor design for computationally efficient attitude and tether tension constraint enforcement on a lighter-than-air wind energy system , 2013, 2013 European Control Conference (ECC).

[96]  Stephen P. Boyd,et al.  Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..

[97]  Francesco Tedesco,et al.  Constrained load/frequency control problems in networked multi-area power systems , 2011, J. Frankl. Inst..

[98]  Wook Hyun Kwon,et al.  Robustness Bound for Receding Horizon Finite Memory Control of Continuous-time State-space Systems , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[99]  Ilya Kolmanovsky,et al.  Set-point control of nonlinear systems with state and control constraints: a Lyapunov-function, reference-governor approach , 1999, Proceedings of the 38th IEEE Conference on Decision and Control (Cat. No.99CH36304).

[100]  Emanuele Garone,et al.  Distributed Reference Management Strategies for Networked Water Distribution Systems , 2011 .

[101]  Alberto Bemporad,et al.  A dual gradient-projection algorithm for model predictive control in fixed-point arithmetic , 2015, Autom..

[102]  Ilya V. Kolmanovsky,et al.  Load governor for fuel cell oxygen starvation protection: a robust nonlinear reference governor approach , 2005, IEEE Transactions on Control Systems Technology.

[103]  Emanuele Garone,et al.  Set‐points reconfiguration in networked multi‐area electrical power systems , 2009 .

[104]  Ilya Kolmanovsky,et al.  Nonlinear control of electrostatically shaped membrane with state and control constraints , 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).

[105]  Jing Sun,et al.  Incremental step reference governor for load conditioning of hybrid Fuel Cell and Gas Turbine power plants , 2008, 2008 American Control Conference.

[106]  Stefano Di Cairano,et al.  Coordinated Control of a Dual-Stage Positioning System Using Constrained Model Predictive Control , 2014 .

[107]  Edoardo Mosca,et al.  Robust command governors for constrained linear systems , 2000, IEEE Trans. Autom. Control..

[108]  K. T. Tan,et al.  Discrete‐time reference governors and the nonlinear control of systems with state and control constraints , 1995 .

[109]  Ilya Kolmanovsky,et al.  Envelope-Aware Flight Management for Loss of Control Prevention Given Rudder Jam , 2017 .

[110]  K. T. Tan,et al.  Linear systems with state and control constraints: the theory and application of maximal output admissible sets , 1991 .

[111]  Eduardo F. Camacho,et al.  Robust tube based MPC for tracking of piece-wise constant references , 2007, 2007 46th IEEE Conference on Decision and Control.

[112]  David B. Doman,et al.  Combined Reference Governor and Anti-windup Design for Constrained Hypersonic Vehicles Models , 2009 .

[113]  Ilya Kolmanovsky,et al.  Model Predictive Control Guidance with Extended Command Governor Inner-Loop Flight Control for Hypersonic Vehicles , 2013 .

[114]  A.L. Sangiovanni-Vincentelli,et al.  Hybrid command governors for idle speed control in gasoline direct injection engines , 2003, Proceedings of the 2003 American Control Conference, 2003..

[115]  Basil Kouvaritakis,et al.  Reference governors and predictive control , 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).

[116]  Alberto Bemporad,et al.  Fulfilling Hard Constraints in Uncertain Linear Systems by Reference Managing , 1998, Autom..

[117]  Julia H. Buckland,et al.  Prioritization schemes for reference and command governors , 2013, 2013 European Control Conference (ECC).

[118]  K. Hirata,et al.  Experimental Validations of a Remote Control Technique for Constrained Linear Systems using Reference Governor plus Switching Control Strategy , 2006, 2006 SICE-ICASE International Joint Conference.

[119]  Hui Ye,et al.  Flight Envelope Protection Control Based on Reference Governor Method in High Angle of Attack Maneuver , 2015 .

[120]  Ilya Kolmanovsky,et al.  Constrained Control of UAVs Using Adaptive Anti-windup Compensation and Reference Governors , 2009 .

[121]  Stefano Di Cairano,et al.  Constrained spacecraft attitude control on SO(3) using reference governors and nonlinear model predictive control , 2014, 2014 American Control Conference.

[122]  Ilya V. Kolmanovsky,et al.  Constrained control of vehicle steering , 2009, 2009 IEEE Control Applications, (CCA) & Intelligent Control, (ISIC).

[123]  Stefano Di Cairano,et al.  Further developments and applications of network reference governor for constrained systems , 2012, 2012 American Control Conference (ACC).

[124]  Jae-Hyuk Oh,et al.  SDP RELAXATION BASED ADAPTIVE REFERENCE GOVERNOR FOR CONSTRAINED LINEAR SYSTEMS , 2001 .

[125]  Stefano Di Cairano,et al.  Governor-based control for rack-wheel coordination in mechanically decoupled steering systems , 2014, 53rd IEEE Conference on Decision and Control.

[126]  Stefano Di Cairano,et al.  Projection-free parallel quadratic programming for linear model predictive control , 2013, Int. J. Control.

[127]  Franco Blanchini,et al.  Constant signal tracking for state constrained dynamic systems , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.

[128]  R. Fletcher Practical Methods of Optimization , 1988 .

[129]  Ilya V. Kolmanovsky,et al.  Constrained control using error governors with online parameter estimation , 2010, 49th IEEE Conference on Decision and Control (CDC).

[130]  David Q. Mayne,et al.  Robust model predictive control of constrained linear systems with bounded disturbances , 2005, Autom..

[131]  Emanuele Garone,et al.  Constrained Control of Nonlinear Systems: The Explicit Reference Governor and its Application to Unmanned Aerial Vehicles , 2016 .

[132]  Ilya V. Kolmanovsky,et al.  Robust control and limit protection in aircraft gas turbine engines , 2012, 2012 IEEE International Conference on Control Applications.

[133]  D. Bertsekas,et al.  On the minimax reachability of target sets and target tubes , 1971 .

[134]  John V. Foster,et al.  Defining Commercial Transport Loss-of-Control: A Quantitative Approach , 2004 .

[135]  Stephen P. Boyd,et al.  Metric Selection in Douglas-Rachford Splitting and ADMM , 2014 .

[136]  Uros Kalabic,et al.  Reference governors: Theoretical Extensions and Practical Applications. , 2015 .

[137]  Jessy W. Grizzle,et al.  Nonlinear control for joint air and fuel management in a SI engine , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).

[138]  Paola Falugi Model predictive control for tracking randomly varying references , 2015, Int. J. Control.

[139]  Emanuele Garone,et al.  Control of Euler-Lagrange systems subject to constraints: An Explicit Reference Governor approach , 2015, 2015 54th IEEE Conference on Decision and Control (CDC).

[140]  Jin Jiang,et al.  FTC approach with actuator saturation avoidance based on reference management , 2014 .

[141]  Y. Nesterov A method for solving the convex programming problem with convergence rate O(1/k^2) , 1983 .

[142]  Christophe Aubrun,et al.  Set-point reconfiguration approach for the FTC of wind turbines , 2011 .

[143]  Eduardo F. Camacho,et al.  Commercial Model Predictive Control Schemes , 2007 .

[144]  D. Mayne,et al.  Robust Time Optimal Obstacle Avoidance Problem for Constrained Discrete Time Systems , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[145]  Kok Tin Tan,et al.  Maximal output admissible sets and the nonlinear control of linear discrete-time systems with state and control constraints. , 1991 .

[146]  Emanuele Garone,et al.  Scalability and Performance Improvement of Distributed Sequential Command Governor Strategies via Graph Colorability Theory , 2014 .

[147]  David Q. Mayne,et al.  Generalized Stabilizing Conditions for Model Predictive Control , 2016, J. Optim. Theory Appl..

[148]  A. Bemporad,et al.  Constraint fulfilment in feedback control via predictive reference management , 1994, 1994 Proceedings of IEEE International Conference on Control and Applications.

[149]  Stefano Di Cairano,et al.  Model Predictive Control of Engine Speed During Vehicle Deceleration , 2014, IEEE Transactions on Control Systems Technology.

[150]  Alberto Bemporad,et al.  Constrained Model Predictive Control of spacecraft attitude with reaction wheels desaturation , 2015, 2015 European Control Conference (ECC).

[151]  Emanuele Garone,et al.  Distributed Command Governor strategies for constrained coordination of multi-agent networked systems , 2012, 2012 American Control Conference (ACC).

[152]  Ilya Kolmanovsky,et al.  Limit Protection in Gas Turbine Engines Based on Reference and Extended Command Governors , 2014 .

[153]  Russel B. Miller Manual Tracking Flight Control with Amplitude and Rate Constrained Dynamic Actuators. , 1997 .

[154]  F. Blanchini Control synthesis for discrete time systems with control and state bounds in the presence of disturbances , 1990 .

[155]  Jan M. Maciejowski,et al.  Predictive control : with constraints , 2002 .

[156]  Maxime Wack,et al.  Load governor based on constrained extremum seeking for PEM fuel cell oxygen starvation and compressor surge protection , 2013 .

[157]  Juliane Freud,et al.  Spacecraft Attitude Dynamics And Control , 2016 .

[158]  Stefano Di Cairano,et al.  Coordinating Controllers for Constrained Linear Systems by Virtual State Governors , 2015, IEEE Transactions on Automatic Control.

[159]  Eduardo F. Camacho,et al.  Robust tube-based MPC for tracking of constrained linear systems with additive disturbances , 2010 .

[160]  Fabio A. de Almeida,et al.  Reference Management for Fault-Tolerant Model Predictive Control , 2010 .

[161]  Edoardo Mosca,et al.  Command governors for constrained nonlinear systems: direct nonlinear vs. linearization‐based strategies , 1999 .

[162]  Stefano Di Cairano,et al.  Model adjustable predictive control with stability guarantees , 2015, 2015 American Control Conference (ACC).

[163]  A. Casavola,et al.  A supervisory control strategy for fault tolerance enhancement in networked power systems , 2007, 2007 American Control Conference.

[164]  K. Takaba,et al.  Output Feedback Reference Governor for Nonlinear Systems , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[165]  M. Pachter,et al.  Manual flight control with saturating actuators , 1998 .

[166]  Erik Hellström,et al.  Reference Governor for Load Control in a Multicylinder Recompression HCCI Engine , 2014, IEEE Transactions on Control Systems Technology.

[167]  Julia H. Buckland,et al.  Reduced order reference governor , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[168]  Emanuele Garone,et al.  Distributed Coordination-by-Constraint Strategies for Networked Control Systems , 2009 .

[169]  Alberto Bemporad,et al.  Nonlinear predictive reference filtering for constrained tracking , 1995 .

[170]  Astrom Computer Controlled Systems , 1990 .

[171]  Victor Carlsson,et al.  Reference Governor for Flight Envelope Protection in an Autonomous Helicopter using Model Predictive Control , 2014 .

[172]  S. Sathiya Keerthi,et al.  Stability regions for constrained nonlinear systems and their functional characterization via support-vector-machine learning , 2004, Autom..

[173]  Emanuele Garone,et al.  Explicit reference governor for continuous time nonlinear systems subject to convex constraints , 2014, 2015 American Control Conference (ACC).

[174]  Emanuele Garone,et al.  Time Shift Governor for Coordinated Control of Two Spacecraft Formations , 2016 .

[175]  Alberto Bemporad,et al.  Reference governor for constrained nonlinear systems , 1998, IEEE Trans. Autom. Control..

[176]  Huei Peng,et al.  A reference governor-based hierarchical control for failure mode power management of hybrid power systems for all-electric ships , 2011 .

[177]  Euhanna Ghadimi,et al.  Optimal Parameter Selection for the Alternating Direction Method of Multipliers (ADMM): Quadratic Problems , 2013, IEEE Transactions on Automatic Control.

[178]  Bart De Schutter,et al.  A robust feasibility problem for the design of a reference governor , 2012, 2012 American Control Conference (ACC).

[179]  Lucy Y. Pao Multi-input shaping design for vibration reduction , 1999, Autom..

[180]  Hyun Min Do,et al.  Design of reference governor for a class of nonlinear systems with input constraints , 2011, 2011 11th International Conference on Control, Automation and Systems.

[181]  Ilya V. Kolmanovsky,et al.  Constraint enforcement of piston motion in a free-piston engine , 2014, 2014 American Control Conference.

[182]  Ilya V. Kolmanovsky,et al.  Model Predictive Control for Spacecraft Rendezvous and Docking: Strategies for Handling Constraints and Case Studies , 2015, IEEE Transactions on Control Systems Technology.

[183]  Ilya Kolmanovsky,et al.  Discrete-time reference governors for systems with state and control constraints and disturbance inputs , 1995, Proceedings of 1995 34th IEEE Conference on Decision and Control.

[184]  G. Franze,et al.  An hybrid command governor supervisory scheme for flight control systems subject to unpredictable anomalies , 2013, 2013 Conference on Control and Fault-Tolerant Systems (SysTol).

[185]  Emanuele Garone,et al.  A Distributed Explicit Reference Governor for Constrained Control of Multiple UAVs , 2015 .

[186]  Walter Lucia,et al.  An obstacle avoidance and motion planning Command Governor based scheme: The Qball-X4 quadrotor case of study , 2014, 53rd IEEE Conference on Decision and Control.

[187]  K. Hirata,et al.  Experimental evaluations of reference governor control schemes with applications to the constrained control of RC helicopters , 2004, Proceedings of the 2004 IEEE International Conference on Control Applications, 2004..

[188]  A. Mesbah,et al.  Stochastic Model Predictive Control: An Overview and Perspectives for Future Research , 2016, IEEE Control Systems.

[189]  Stefano Di Cairano,et al.  Reference and command governors: A tutorial on their theory and automotive applications , 2014, 2014 American Control Conference.

[190]  Stefano Di Cairano,et al.  Constrained tracking with guaranteed error bounds , 2013, 52nd IEEE Conference on Decision and Control.

[191]  K.A. Smith,et al.  Electrochemical Control of Lithium-Ion Batteries [Applications of Control] , 2010, IEEE Control Systems.

[192]  Toshiharu Sugie,et al.  Reference management for closed loop systems with state and control constraints , 2001, Proceedings of the 2001 American Control Conference. (Cat. No.01CH37148).

[193]  Ilya V. Kolmanovsky,et al.  Parameter governors for discrete-time nonlinear systems with pointwise-in-time state and control constraints , 2006, Proceedings of the 2004 American Control Conference.

[194]  Philippe Weber,et al.  Reconfigurable control design with integration of a reference governor and reliability indicators , 2012, Int. J. Appl. Math. Comput. Sci..

[195]  E. Garone,et al.  Fast reference governor for linear systems , 2017 .

[196]  Alessandro Casavola,et al.  Fault-Tolerant Distributed Load/Frequency Coordination Strategies for Multi-Area Power MicroGrids , 2015 .

[197]  Stefano Di Cairano,et al.  Engine power smoothing energy management strategy for a series hybrid electric vehicle , 2011, Proceedings of the 2011 American Control Conference.

[198]  Zhong-Ping Jiang,et al.  Input-to-state stability for discrete-time nonlinear systems , 1999 .

[199]  S Di Cairano,et al.  Rate limited reference governor for network controlled systems , 2010, Proceedings of the 2010 American Control Conference.

[200]  Alessandro Casavola,et al.  Fault‐tolerant distributed load/frequency supervisory strategies for networked multi‐area microgrids , 2014 .

[201]  Massimiliano Mattei,et al.  Constrained Control Strategies to Improve Safety and Comfort on Aircraft , 2008 .

[202]  Stephen J. Wright,et al.  Numerical Optimization (Springer Series in Operations Research and Financial Engineering) , 2000 .

[203]  Massimiliano Mattei,et al.  A Hybrid Real-Time Command Governor Supervisory Scheme for Constrained Control Systems , 2015, IEEE Transactions on Control Systems Technology.

[204]  Alessandro Casavola,et al.  Fault tolerance enhancement in distribution power grids: a voltage set-point reconfiguration approach , 2008 .

[205]  Ilya V. Kolmanovsky,et al.  Decentralized constraint enforcement using reference governors , 2013, 52nd IEEE Conference on Decision and Control.

[206]  D. Famularo,et al.  A hybrid real-time supervisory scheme for nonlinear systems , 2011, Proceedings of the 2011 American Control Conference.

[207]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[208]  Emanuele Garone,et al.  Distributed Supervisory Strategies for Multi-agent Networked Systems , 2016 .

[209]  Florian Holzapfel,et al.  Constraint Enforcement Methods for Command Governor based Adaptive Control of Uncertain Dynamical Systems , 2013 .

[210]  Maarten Steinbuch,et al.  Reference governors for controlled belt restraint systems , 2008, 2008 IEEE International Conference on Vehicular Electronics and Safety.

[211]  Edoardo Mosca,et al.  Control under constraints: an application of the command governor approach to an inverted pendulum , 2004, IEEE Transactions on Control Systems Technology.

[212]  Emanuele Garone,et al.  Explicit Reference Governor for Constrained Nonlinear Systems , 2016, IEEE Transactions on Automatic Control.

[213]  C. Desoer,et al.  Tracking and Disturbance Rejection of MIMO Nonlinear Systems with PI Controller , 1985, 1985 American Control Conference.

[214]  Ilya Kolmanovsky,et al.  Landing reference governor , 2001, Proceedings of the 2001 American Control Conference. (Cat. No.01CH37148).

[215]  Jae-Hyuk Oh,et al.  Adaptive reference governor for constrained linear systems , 2008 .

[216]  Jing Sun,et al.  A Multi-mode Switching-based Command Tracking in Network Controlled Systems with Pointwise-in-Time Constraints and Disturbance Inputs , 2006, 2006 6th World Congress on Intelligent Control and Automation.

[217]  Ilya V. Kolmanovsky,et al.  Reference and command governors for systems with slowly time-varying references and time-dependent constraints , 2014, 53rd IEEE Conference on Decision and Control.

[218]  Stefano Di Cairano,et al.  Reference Tracking With Guaranteed Error Bound for Constrained Linear Systems , 2016, IEEE Transactions on Automatic Control.

[219]  Stefano Di Cairano,et al.  Infeasibility detection in alternating direction method of multipliers for convex quadratic programs , 2014, 53rd IEEE Conference on Decision and Control.

[220]  Melanie Nicole Zeilinger,et al.  MPC for Tracking Periodic References , 2016, IEEE Transactions on Automatic Control.

[221]  Emanuele Garone,et al.  A parallel distributed coordination-by-constraint strategy for multi-agent networked systems , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[222]  Emanuele Garone,et al.  Control of a UAV and a UGV cooperating to manipulate an object , 2016, 2016 American Control Conference (ACC).

[223]  Hayato Nakada,et al.  An Application Study of Online Reference Governor to Boost Pressure Control for Automotive Diesel Engines , 2014 .

[224]  Manfred Morari,et al.  Computational Complexity Certification for Real-Time MPC With Input Constraints Based on the Fast Gradient Method , 2012, IEEE Transactions on Automatic Control.

[225]  Ilya V. Kolmanovsky,et al.  Constrained control for soft landing on an asteroid with gravity model uncertainty , 2016, 2016 American Control Conference (ACC).

[226]  Basil Kouvaritakis,et al.  Efficient robust predictive control , 2000, IEEE Trans. Autom. Control..

[227]  Massimiliano Mattei,et al.  A Safe Supervisory Flight Control Scheme in the Presence of Constraints and Anomalies , 2015, Int. J. Appl. Math. Comput. Sci..

[228]  P. Olver Nonlinear Systems , 2013 .

[229]  Massimiliano Mattei,et al.  A constrained control strategy for the shape control in thermonuclear fusion tokamaks , 2013, Autom..

[230]  Alessandro Casavola,et al.  Collision avoidance command governor for multi‐vehicle unmanned systems , 2014 .

[231]  Miroslav Krstic,et al.  Constraint management in Li-ion batteries: A modified reference governor approach , 2013, 2013 American Control Conference.

[232]  Antonio Ferramosca,et al.  MPC for tracking with optimal closed-loop performance , 2008, 2008 47th IEEE Conference on Decision and Control.

[233]  Ilya V. Kolmanovsky,et al.  Constraint Handling in a Fuel Cell System: A Fast Reference Governor Approach , 2007, IEEE Transactions on Control Systems Technology.

[234]  Emanuele Garone,et al.  A Distributed Parallel Command Governor Strategy for the Coordination of Multi-Agent Networked Systems , 2012 .

[235]  Alessandro Casavola,et al.  Reference-Offset Governor approach for the supervision of constrained networked dynamical systems , 2007, 2007 European Control Conference (ECC).

[236]  R. H. Miller,et al.  Control of constrained nonlinear systems: a case study , 2000 .

[237]  Ilya Kolmanovsky,et al.  Maximal output admissible sets for discrete-time systems with disturbance inputs , 1995, Proceedings of 1995 American Control Conference - ACC'95.

[238]  Marko Bacic,et al.  Model predictive control , 2003 .

[239]  Alessandro Casavola,et al.  Voltage regulation in distribution networks in the presence of distributed generation: A voltage set-point reconfiguration approach , 2011 .

[240]  Mazen Alamir,et al.  Stabilization of nonlinear systems using receding-horizon control schemes , 2013 .

[241]  Alessandro Casavola,et al.  A distributed Command Governor Approach for voltage regulation in Medium Voltage power grids with distributed generation , 2013, 2013 American Control Conference.

[242]  Ilya V. Kolmanovsky,et al.  Inner-loop reference governors: Placing reference governors inside the control loop by using passivity , 2015, 2015 54th IEEE Conference on Decision and Control (CDC).

[243]  Emanuele Garone,et al.  Distributed Coordination Strategies for Interconnected Multi-Agent Systems , 2010 .

[244]  Kenji Hirata,et al.  A reference governor in a piecewise state affine function: the implementation and validation , 2003, SICE 2003 Annual Conference (IEEE Cat. No.03TH8734).

[245]  William Singhose,et al.  A comparison of input shaping and time-optimal flexible-body control , 1997 .

[246]  Marcello Farina,et al.  An MPC-based reference governor approach for offset-free control of constrained linear systems , 2013, Int. J. Control.

[247]  S. Miani,et al.  Set Based Constant Reference Tracking for Continuous-Time Constrained Systems , 2001 .

[248]  Armando A. Rodriguez,et al.  Performance enhancement methods for unstable bank-to-turn (BTT) missiles with saturating actuators , 1996 .

[249]  Ilya Kolmanovsky,et al.  Fast reference governors for systems with state and control constraints and disturbance inputs , 1999 .

[250]  Walter Lucia,et al.  A dwell-time based Command Governor approach for constrained switched systems , 2015, 2015 American Control Conference (ACC).

[251]  Julia H. Buckland,et al.  Reference and extended command governors for control of turbocharged gasoline engines based on linear models , 2011, 2011 IEEE International Conference on Control Applications (CCA).

[252]  Eric N. Johnson,et al.  Command Governor-Based Adaptive Control , 2012 .

[253]  Alberto Bemporad,et al.  Model Predictive Idle Speed Control: Design, Analysis, and Experimental Evaluation , 2012, IEEE Transactions on Control Systems Technology.

[254]  Francis Eng Hock Tay,et al.  Barrier Lyapunov Functions for the control of output-constrained nonlinear systems , 2009, Autom..

[255]  Daniel Limón,et al.  Tracking Model Predictive Control , 2019, Encyclopedia of Systems and Control.

[256]  Emanuele Garone,et al.  A robust explicit reference governor for constrained control of Unmanned Aerial Vehicles , 2016, 2016 American Control Conference (ACC).

[257]  Ilya Kolmanovsky,et al.  Reference Governor Strategies for Vehicle Rollover Avoidance , 2016, IEEE Transactions on Control Systems Technology.

[258]  W. Kwon,et al.  Receding Horizon Control: Model Predictive Control for State Models , 2005 .

[259]  Rolf Findeisen,et al.  Fast predictive control of linear systems combining Nesterov's gradient method and the method of multipliers , 2011, IEEE Conference on Decision and Control and European Control Conference.

[260]  Emanuele Garone,et al.  A passivity-based approach for constrained mobile robotic networks , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).