Networked Cooperation-Based Distributed Model Predictive Control Using Laguerre Functions for Large-Scale Systems

This paper proposes a novel cooperative distributed control system architecture based on unsupervised and independent Model Predictive Control (MPC) using discrete- time Laguerre functions to improve the performance of the whole system. In this distributed framework, local MPCs algorithms might exchange and require information from other sub-controllers via the communication network to achieve their task in a cooperative way. In order to reduce the computational burden in the local rolling optimization with a sufficiently large prediction horizon, the orthonormal Laguerre functions are used to approximate the predicted control trajectory. Simulation results show that the proposed architecture could guarantee satisfactory global performance even under strong interactions among the subsystems.

[1]  Dragoslav D. Siljak,et al.  A new approach to control design with overlapping information structure constraints , 2005, Autom..

[2]  Bruce H. Krogh,et al.  Distributed model predictive control , 2001, Proceedings of the 2001 American Control Conference. (Cat. No.01CH37148).

[3]  J. M. Maestre,et al.  Distributed Model Predictive Control: An Overview and Roadmap of Future Research Opportunities , 2014, IEEE Control Systems.

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

[5]  S. Longhi,et al.  State space stability analysis of unconstrained decentralized model predictive control systems , 2006, 2006 American Control Conference.

[6]  Sauro Longhi,et al.  Unconstrained networked decentralized model predictive control , 2009 .

[7]  C. Aubrun,et al.  Distributed state estimation and model predictive control: Application to fault tolerant control , 2009, 2009 IEEE International Conference on Control and Automation.

[8]  Shaoyuan Li,et al.  Distributed model predictive control over network information exchange for large-scale systems , 2011 .

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

[10]  Liuping Wang,et al.  Model Predictive Control System Design and Implementation Using MATLAB , 2009 .

[11]  Stephen J. Wright,et al.  Stability and optimality of distributed model predictive control , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[12]  Jan Lunze,et al.  Feedback control of large-scale systems , 1992 .

[13]  Yi Zheng,et al.  Networked Coordination-Based Distributed Model Predictive Control for Large-Scale System , 2013, IEEE Transactions on Control Systems Technology.

[14]  Malihe M. Farsangi,et al.  State estimation-based distributed model predictive control of large-scale networked systems with communication delays , 2017 .

[15]  Stephen J. Wright,et al.  Distributed Output Feedback MPC for Power System Control , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[16]  Shen Helong,et al.  Model predictive controller using Laguerre functions for dynamic positioning system , 2016, 2016 35th Chinese Control Conference (CCC).

[17]  M. R. Katebi,et al.  Stability analysis tool for tuning unconstrained decentralized model predicitive controllers , 2006 .