A Coalitional Distributed Model Predictive Control Perspective for a Cyber-Physical Multi-Agent Application

Following the current technological development and informational advancement, more and more physical systems have become interconnected and linked via communication networks. The objective of this work is the development of a Coalitional Distributed Model Predictive Control (C- DMPC) strategy suitable for controlling cyber-physical, multi-agent systems. The motivation behind this endeavour is to design a novel algorithm with a flexible control architecture by combining the advantages of classical DMPC with Coalitional MPC. The simulation results were achieved using a test scenario composed of four dynamically coupled sub-systems, connected through an unidirectional communication topology. The obtained results illustrate that, when the feasibility of the local optimization problem is lost, forming a coalition between neighbouring agents solves this shortcoming and maintains the functionality of the entire system. These findings successfully prove the efficiency and performance of the proposed coalitional DMPC method.

[1]  Luige Vladareanu,et al.  A Perceptive Interface for Intelligent Cyber Enterprises , 2019, Sensors.

[2]  Panagiotis D. Christofides,et al.  Distributed model predictive control: A tutorial review and future research directions , 2013, Comput. Chem. Eng..

[3]  Eduardo F. Camacho,et al.  Distributed model predictive control based on a cooperative game , 2011 .

[4]  Zita Vale,et al.  Recommendation of Workplaces in a Coworking Building: A Cyber-Physical Approach Supported by a Context-Aware Multi-Agent System , 2020, Sensors.

[5]  Corneliu Lazar,et al.  Robust Coalitional Distributed Model Predictive Control Algorithm with Stability via Terminal Constraint , 2018, 2018 IEEE Conference on Control Technology and Applications (CCTA).

[6]  Xiang Li,et al.  Formation of Generic UAVs-USVs System Under Distributed Model Predictive Control Scheme , 2020, IEEE Transactions on Circuits and Systems II: Express Briefs.

[7]  Corneliu Lazar,et al.  Distributed Model Predictive Control Algorithm with Time-Varying Communication Delays for a CACC Vehicle Platoon , 2020, 2020 24th International Conference on System Theory, Control and Computing (ICSTCC).

[8]  E. Camacho,et al.  Coalitional MPC with predicted topology transitions , 2020 .

[9]  Corneliu Lazar,et al.  Cruise and headway control for vehicle platooning using a distributed model predictive control algorithm , 2017, 2017 21st International Conference on System Theory, Control and Computing (ICSTCC).

[10]  J. Lofberg,et al.  YALMIP : a toolbox for modeling and optimization in MATLAB , 2004, 2004 IEEE International Conference on Robotics and Automation (IEEE Cat. No.04CH37508).

[11]  Zhao Yang Dong,et al.  Cooperation-Driven Distributed Model Predictive Control for Energy Storage Systems , 2015, IEEE Transactions on Smart Grid.

[12]  Wanxing Sheng,et al.  Distributed Model Predictive Secondary Voltage Control of Islanded Microgrids With Feedback Linearization , 2018, IEEE Access.

[13]  José María Maestre,et al.  A Coalitional Model Predictive Control for the Energy Efficiency of Next-Generation Cellular Networks , 2020 .

[14]  Baocang Ding,et al.  Event-triggered Synchronous Distributed Model Predictive Control for Multi-agent Systems , 2020, International Journal of Control, Automation and Systems.

[15]  Ming Cheng,et al.  Distributed MPC-based secondary voltage control scheme for autonomous droop-controlled microgrids , 2017, 2017 IEEE Power & Energy Society General Meeting.

[16]  Eva Masero,et al.  A Coalitional Model Predictive Control Approach for Heterogeneous Cellular Networks* , 2020, 2020 European Control Conference (ECC).

[17]  Luis Orihuela,et al.  Distributed Estimation Techniques for Cyber-Physical Systems: A Systematic Review , 2019, Sensors.

[18]  Eduardo F. Camacho,et al.  Distributed model predictive control based on agent negotiation , 2011 .

[19]  Corneliu Lazar,et al.  Distributed Model Predictive Control Algorithm with Communication Delays for a Cooperative Adaptive Cruise Control Vehicle Platoon , 2020, 2020 28th Mediterranean Conference on Control and Automation (MED).

[20]  Edward A. Lee The Past, Present and Future of Cyber-Physical Systems: A Focus on Models , 2015, Sensors.

[21]  Rudy R. Negenborn,et al.  Distributed Model Predictive Control Made Easy , 2013 .

[22]  S. Sasaki,et al.  Traffic Signal Control Considering Switching Timing via Distributed Model Predictive Control , 2019, 2019 19th International Conference on Control, Automation and Systems (ICCAS).

[23]  Eduardo F. Camacho,et al.  Coalitional Control for Self-Organizing Agents , 2018, IEEE Transactions on Automatic Control.

[24]  Alessandro Casavola,et al.  Distributed Receding Horizon Control of Constrained Networked Leader–Follower Formations Subject to Packet Dropouts , 2018, IEEE Transactions on Control Systems Technology.

[25]  Binqiang Xue,et al.  Distributed Predictive Control of Multi-Agent Systems Based on Error Upper Bound Approach , 2021, IEEE Access.

[26]  Ioan Dumitrache,et al.  A Conceptual Framework for Modeling and Design of Cyber-Physical Systems , 2017 .

[27]  Riccardo Scattolini,et al.  Architectures for distributed and hierarchical Model Predictive Control - A review , 2009 .

[28]  Pablo R. Baldivieso Monasterios,et al.  On feasible sets for coalitional MPC , 2019, 2019 IEEE 58th Conference on Decision and Control (CDC).

[29]  Huiyan Li,et al.  Distributed Model Predictive Consensus of Heterogeneous Time-Varying Multi-Agent Systems: With and Without Self-Triggered Mechanism , 2020, IEEE Transactions on Circuits and Systems I: Regular Papers.

[30]  Corneliu Lazar,et al.  Min-Max Coalitional Model Predictive Control Algorithm , 2019, 2019 22nd International Conference on Control Systems and Computer Science (CSCS).

[31]  Huibert Kwakernaak,et al.  Linear Optimal Control Systems , 1972 .

[32]  Yi Zheng,et al.  Coupling Degree Clustering-Based Distributed Model Predictive Control Network Design , 2018, IEEE Transactions on Automation Science and Engineering.

[33]  Eduardo F. Camacho,et al.  Coalitional Control: Cooperative Game Theory and Control , 2017, IEEE Control Systems.