Load frequency predictive control for power systems concerning wind turbine and communication delay

This article addresses a model predictive control (MPC) technique for load frequency control (LFC) system in the presence of wind power, communication delay, and denial‐of‐service (DoS) attack. In this article, communication delay is incorporated into a single area control error transmission for simplicity, wind power and load disturbance are regarded as Lipschitz nonlinear terms, as for the randomly occurring DoS attack, it is modeled as Bernoulli processes with known conditional probability. Thinking all these adverse factors to stability and the limitation of input constraint synthetically, the stability of LFC system can be guaranteed by delay‐dependent Lyapunov function lemma and a state feedback MPC controller is designed to solve the LFC problems by minimizing the infinite‐horizon objective function. Although some scholars have studied the performance degradation and instability of LFC system caused by cyber attack and/or communication delay and some very nice results have been addressed, limited works have considered the MPC approach to deal with both the problems of cyber attack and communication delay which explicitly considers the physical constraints. In addition, the delay‐dependent Lyapunov function is adopted to deal with the problem of communication delay, which results in less conservatism of the presented method. Finally, the optimization problem with input constraint is solved and proven to be recursive feasibility, and the closed‐loop system turns out to be stable. The reasonability and validity of the provided strategy is verified through several groups of simulation experiments. It illustrates that the proposed control method can keep the system frequency steady in the standard range in spite of various attack conditions.

[1]  Min Wu,et al.  Robust Delay-Dependent Load Frequency Control of Wind Power System Based on a Novel Reconstructed Model , 2021, IEEE Transactions on Cybernetics.

[2]  Saptarshi Das,et al.  Toward a More Renewable Energy-Based LFC Under Random Packet Transmissions and Delays With Stochastic Generation and Demand , 2020, IEEE Transactions on Automation Science and Engineering.

[3]  Min Wu,et al.  Robust Load Frequency Control for Power System Considering Transmission Delay and Sampling Period , 2021, IEEE Transactions on Industrial Informatics.

[4]  Shouxiang Wang,et al.  Distributed economic MPC for LFC of multi-area power system with wind power plants in power market environment , 2021 .

[5]  Chen Peng,et al.  Observer-based event triggering H∞ LFC for multi-area power systems under DoS attacks , 2021, Inf. Sci..

[6]  Meng Li,et al.  Dynamic Event-Based Model Predictive Load Frequency Control for Power Systems Under Cyber Attacks , 2021, IEEE Transactions on Smart Grid.

[7]  Tapan Prakash,et al.  Design and performance analysis of elephant herding optimization based controller for load frequency control in thermal interconnected power system , 2020, Optimal Control Applications and Methods.

[8]  Min Wu,et al.  Sampled-data based discrete and fast load frequency control for power systems with wind power , 2020, Applied Energy.

[9]  Hany M. Hasanien,et al.  Salp swarm algorithm-based optimal load frequency control of hybrid renewable power systems with communication delay and excitation cross-coupling effect , 2019, Electric Power Systems Research.

[10]  Xiaoming Tang,et al.  Multi-step output feedback predictive control for uncertain discrete-time T-S fuzzy system via event-triggered scheme , 2019, Autom..

[11]  Bugong Xu,et al.  Output feedback stabilization of Cyber-Physical System under DoS jamming attacks , 2019, 2019 Chinese Control Conference (CCC).

[12]  Yuanqing Xia,et al.  MPC-based defense strategy for distributed networked control systems under DoS attacks , 2019, Syst. Control. Lett..

[13]  Jizhen Liu,et al.  Model predictive control for load frequency of hybrid power system with wind power and thermal power , 2019, Energy.

[14]  Linyun Xiong,et al.  LMI based robust load frequency control for time delayed power system via delay margin estimation , 2018, International Journal of Electrical Power & Energy Systems.

[15]  Bin Wu,et al.  An Optimal Frequency Control Method Through a Dynamic Load Frequency Control (LFC) Model Incorporating Wind Farm , 2018, IEEE Systems Journal.

[16]  W. Mansour,et al.  Improving the grid frequency by optimal design of model predictive control with energy storage devices , 2018 .

[17]  R. Naresh,et al.  Hybridized gravitational search algorithm tuned sliding mode controller design for load frequency control system with doubly fed induction generator wind turbine , 2017 .

[18]  Minrui Fei,et al.  Resilient Event-Triggering $H_{\infty }$ Load Frequency Control for Multi-Area Power Systems With Energy-Limited DoS Attacks , 2017, IEEE Transactions on Power Systems.

[19]  S. Kayalvizhi,et al.  Load Frequency Control of an Isolated Micro Grid Using Fuzzy Adaptive Model Predictive Control , 2017, IEEE Access.

[20]  Jing He,et al.  Novel stability analysis of delayed LFC power systems by infinite-series-based integral inequality , 2017, 2017 IEEE Conference on Control Technology and Applications (CCTA).

[21]  Xiangjie Liu,et al.  LFC for multi-area interconnected power system concerning wind turbines based on DMPC , 2017 .

[22]  Yi Zhang,et al.  Coordinated Distributed MPC for Load Frequency Control of Power System With Wind Farms , 2017, IEEE Transactions on Industrial Electronics.

[23]  Mehdi Rahmani,et al.  LMI-Based Robust Predictive Load Frequency Control for Power Systems With Communication Delays , 2017, IEEE Transactions on Power Systems.

[24]  Xin Wang,et al.  Load frequency control in multiple microgrids based on model predictive control with communication delay , 2017 .

[25]  Xiangjie Liu,et al.  Distributed model predictive load frequency control of multi-area power system with DFIGs , 2017, IEEE/CAA Journal of Automatica Sinica.

[26]  Rahmat Aazami,et al.  Multivariable predictive control considering time delay for load-frequency control in multi-area power systems , 2016 .

[27]  Xiangjie Liu,et al.  Robust distributed MPC for load frequency control of uncertain power systems , 2016 .

[28]  Miaomiao Ma,et al.  Primary frequency regulation for multi-area interconnected power system with wind turbines based on DMPC , 2016, 2016 35th Chinese Control Conference (CCC).

[29]  Zhigang Zeng,et al.  Event-Triggering Load Frequency Control for Multiarea Power Systems With Communication Delays , 2016, IEEE Transactions on Industrial Electronics.

[30]  Joydeep Mitra,et al.  An Analysis of the Effects and Dependency of Wind Power Penetration on System Frequency Regulation , 2016, IEEE Transactions on Sustainable Energy.

[31]  Tapan Kumar Saha,et al.  The combined effects of high penetration of wind and PV on power system frequency response , 2015 .

[32]  Ling Shi,et al.  Optimal Denial-of-Service Attack Scheduling With Energy Constraint , 2015, IEEE Transactions on Automatic Control.

[33]  Chanwit Boonchuay,et al.  Improving Regulation Service Based on Adaptive Load Frequency Control in LMP Energy Market , 2014, IEEE Transactions on Power Systems.

[34]  Issarachai Ngamroo,et al.  Robust LFC in a Smart Grid With Wind Power Penetration by Coordinated V2G Control and Frequency Controller , 2014, IEEE Transactions on Smart Grid.

[35]  Ning Chuang,et al.  Robust H∞ load frequency control in interconnected power systems , 2013, 2013 Australasian Universities Power Engineering Conference (AUPEC).

[36]  Nand Kishor,et al.  A literature survey on load–frequency control for conventional and distribution generation power systems , 2013 .

[37]  Hassan Bevrani,et al.  Model predictive based load frequency control_design concerning wind turbines , 2012 .

[38]  Hassan Bevrani,et al.  A Robust Control Approach for Primary Frequency Regulation through Variable Speed Wind Turbines , 2010 .

[39]  Stephen J. Wright,et al.  Distributed MPC Strategies With Application to Power System Automatic Generation Control , 2008, IEEE Transactions on Control Systems Technology.

[40]  Takashi Hiyama,et al.  Robust decentralized PI based LFC design for time-delay power systems , 2008 .

[41]  Hassan Bevrani,et al.  Robust load–frequency regulation: A real‐time laboratory experiment , 2007 .