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An Adaptive Model Predictive Load Frequency Control Method for Multi-Area Interconnected Power Systems with Photovoltaic Generations

Author

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  • Guo-Qiang Zeng

    (National-Local Joint Engineering Laboratory of Digitalize Electrical Design Technology, Wenzhou University, Wenzhou 325035, China)

  • Xiao-Qing Xie

    (National-Local Joint Engineering Laboratory of Digitalize Electrical Design Technology, Wenzhou University, Wenzhou 325035, China)

  • Min-Rong Chen

    (School of Computer, South China Normal University, Guangzhou 510631, China)

Abstract

As the penetration level of renewable distributed generations such as wind turbine generator and photovoltaic stations increases, the load frequency control issue of a multi-area interconnected power system becomes more challenging. This paper presents an adaptive model predictive load frequency control method for a multi-area interconnected power system with photovoltaic generation by considering some nonlinear features such as a dead band for governor and generation rate constraint for steam turbine. The dynamic characteristic of this system is formulated as a discrete-time state space model firstly. Then, the predictive dynamic model is obtained by introducing an expanded state vector, and rolling optimization of control signal is implemented based on a cost function by minimizing the weighted sum of square predicted errors and square future control values. The simulation results on a typical two-area power system consisting of photovoltaic and thermal generator have demonstrated the superiority of the proposed model predictive control method to these state-of-the-art control techniques such as firefly algorithm, genetic algorithm, and population extremal optimization-based proportional-integral control methods in cases of normal conditions, load disturbance and parameters uncertainty.

Suggested Citation

  • Guo-Qiang Zeng & Xiao-Qing Xie & Min-Rong Chen, 2017. "An Adaptive Model Predictive Load Frequency Control Method for Multi-Area Interconnected Power Systems with Photovoltaic Generations," Energies, MDPI, vol. 10(11), pages 1-23, November.
  • Handle: RePEc:gam:jeners:v:10:y:2017:i:11:p:1840-:d:118488
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    References listed on IDEAS

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    2. Pandey, Shashi Kant & Mohanty, Soumya R. & Kishor, Nand, 2013. "A literature survey on load–frequency control for conventional and distribution generation power systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 318-334.
    3. Huan Wang & Guoqiang Zeng & Yuxing Dai & Daqiang Bi & Jingliao Sun & Xiaoqing Xie, 2017. "Design of a Fractional Order Frequency PID Controller for an Islanded Microgrid: A Multi-Objective Extremal Optimization Method," Energies, MDPI, vol. 10(10), pages 1-18, October.
    4. Thongchart Kerdphol & Fathin S. Rahman & Yasunori Mitani & Komsan Hongesombut & Sinan Küfeoğlu, 2017. "Virtual Inertia Control-Based Model Predictive Control for Microgrid Frequency Stabilization Considering High Renewable Energy Integration," Sustainability, MDPI, vol. 9(5), pages 1-21, May.
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    Cited by:

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    2. Minghui Yang & Chunsheng Wang & Yukun Hu & Zijian Liu & Caixin Yan & Shuhang He, 2020. "Load Frequency Control of Photovoltaic Generation-Integrated Multi-Area Interconnected Power Systems Based on Double Equivalent-Input-Disturbance Controllers," Energies, MDPI, vol. 13(22), pages 1-19, November.
    3. Masoud Babaei & Ahmadreza Abazari & S. M. Muyeen, 2020. "Coordination between Demand Response Programming and Learning-Based FOPID Controller for Alleviation of Frequency Excursion of Hybrid Microgrid," Energies, MDPI, vol. 13(2), pages 1-23, January.
    4. Arman Oshnoei & Rahmat Khezri & S. M. Muyeen, 2019. "Model Predictive-Based Secondary Frequency Control Considering Heat Pump Water Heaters," Energies, MDPI, vol. 12(3), pages 1-18, January.
    5. Mahmut Temel ÖZDEMİR & Dursun ÖZTÜRK, 2017. "Comparative Performance Analysis of Optimal PID Parameters Tuning Based on the Optics Inspired Optimization Methods for Automatic Generation Control," Energies, MDPI, vol. 10(12), pages 1-19, December.
    6. Ali Dokht Shakibjoo & Mohammad Moradzadeh & Seyed Zeinolabedin Moussavi & Lieven Vandevelde, 2020. "A Novel Technique for Load Frequency Control of Multi-Area Power Systems," Energies, MDPI, vol. 13(9), pages 1-19, April.
    7. Yuemin Zheng & Jin Tao & Hao Sun & Qinglin Sun & Zengqiang Chen & Matthias Dehmer & Quan Zhou, 2021. "Load Frequency Active Disturbance Rejection Control for Multi-Source Power System Based on Soft Actor-Critic," Energies, MDPI, vol. 14(16), pages 1-17, August.
    8. Kaleem Ullah & Abdul Basit & Zahid Ullah & Sheraz Aslam & Herodotos Herodotou, 2021. "Automatic Generation Control Strategies in Conventional and Modern Power Systems: A Comprehensive Overview," Energies, MDPI, vol. 14(9), pages 1-43, April.
    9. Van Van Huynh & Phong Thanh Tran & Bui Le Ngoc Minh & Anh Tuan Tran & Dao Huy Tuan & Tam Minh Nguyen & Phan-Tu Vu, 2020. "New Second-Order Sliding Mode Control Design for Load Frequency Control of a Power System," Energies, MDPI, vol. 13(24), pages 1-21, December.
    10. Arya, Yogendra, 2019. "AGC of PV-thermal and hydro-thermal power systems using CES and a new multi-stage FPIDF-(1+PI) controller," Renewable Energy, Elsevier, vol. 134(C), pages 796-806.

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