Disturbance-exploitation based RMPC with application to multi-objective load frequency control in power systems☆

被引:0
作者
Sun, Yang [1 ]
Xue, Wenchao [2 ]
Liu, Jizhen [3 ]
Qi, Xiao [1 ]
Deng, Hui [1 ]
机构
[1] Jinan Univ, Energy Elect Res Ctr, Zhuhai 519070, Peoples R China
[2] Acad Sinica, Acad Math & Syst Sci, Beijing 100190, Peoples R China
[3] North China Elect Power Univ, Sch Control & Comp Engn, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Load frequency control; Model predictive control; Disturbance observer; Robust; MODEL-PREDICTIVE CONTROL; CONTROL SCHEME; DELAY;
D O I
10.1016/j.conengprac.2024.106179
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces a robust dual-model predictive control strategy for enhancing load frequency control in networked power systems. By seamlessly integrating a disturbance observer with a nonlinear model predictive control framework, our approach offers two main advantages: incorporating disturbance estimation into the optimization process and separately addressing robustness and performance. A nonlinear disturbance observer is developed to estimate drift from external power imbalances and unknown dynamics, updating the prediction model for accurate estimation. The dual-model nonlinear predictive control strategy is then introduced, ensuring input-to-state stability (ISS) to enhance frequency regulation and lower power generation costs. The performance of the proposed control method has been evaluated using the Speedgoat real-time simulator and compared with various control strategies under diverse scenarios. Experimental results indicate that the proposed method provides superior dynamic response and robust characteristics.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] An Adaptive Model Predictive Load Frequency Control Method for Multi-Area Interconnected Power Systems with Photovoltaic Generations
    Zeng, Guo-Qiang
    Xie, Xiao-Qing
    Chen, Min-Rong
    ENERGIES, 2017, 10 (11):
  • [32] Robust load frequency control in interval power systems via reduced-order generalized active disturbance rejection control
    Safiullah
    Hote, Yogesh V.
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 120
  • [33] Analysis and Tuning of Linear Active Disturbance Rejection Controller for Load Frequency Control of Power Systems
    Fang, Jiaxi
    Tan, Wen
    Fu, Caifen
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 5560 - 5565
  • [34] Model Predictive Load Frequency Control of Multi-Area Interconnected Power System
    Kunya, A. B.
    Argin, M.
    2018 IEEE TEXAS POWER AND ENERGY CONFERENCE (TPEC), 2018,
  • [35] Design of observer-based non-fragile load frequency control for power systems with electric vehicles
    Aravindh, D.
    Sakthivel, R.
    Kaviarasan, B.
    Anthoni, S. Marshal
    Alzahrani, Faris
    ISA TRANSACTIONS, 2019, 91 : 21 - 31
  • [36] APPLICATION OF NEURAL NETWORKS TO LOAD-FREQUENCY CONTROL IN POWER-SYSTEMS
    BEAUFAYS, F
    ABDELMAGID, Y
    WIDROW, B
    NEURAL NETWORKS, 1994, 7 (01) : 183 - 194
  • [37] Adaptive cruise control method based on hierarchical control and multi-objective optimization
    Piao, Changhao
    Gao, Jun
    Yang, Qi
    Shi, Junren
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2023, 45 (07) : 1298 - 1312
  • [38] Application of MPC for an Automatic Voltage Regulator and Load Frequency Control of Interconnected Power System
    Mohammadikia, Reza
    Nikoofard, Amirhossein
    Tavakoli-Kakhki, Mahsan
    2020 28TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2020, : 864 - 868
  • [39] Adaptive decentralized load frequency control of multi-area power systems
    Zribi, A
    Al-Rashed, A
    Alrifai, A
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2005, 27 (08) : 575 - 583
  • [40] Application of load frequency control method to a multi-microgrid with energy storage system
    Siti, M. W.
    Tungadio, D. H.
    Nsilulu, N. T.
    Banza, B. B.
    Ngoma, L.
    JOURNAL OF ENERGY STORAGE, 2022, 52