Double-layer optimal scheduling method for solar photovoltaic thermal system based on event-triggered MPC considering battery performance degradation

被引:3
|
作者
Qian, Cheng [1 ]
He, Ning [1 ]
Cheng, Zihao [1 ]
Li, Ruoxia [2 ]
Yang, Liu [3 ]
机构
[1] Xian Univ Architecture & Technol, Sch Mech & Elect Engn, Xian 710055, Shaanxi, Peoples R China
[2] Xian Univ Architecture & Technol, Sch Informat & Control Engn, Xian 710055, Shaanxi, Peoples R China
[3] Xian Univ Architecture & Technol, Sch Architecture, Xian 710055, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Solar photovoltaic thermal system; Double-layer optimal scheduling; Model predictive control; Event-triggered mechanism; Energy storage management; BUILDING ENERGY; CCHP; MICROGRIDS; MANAGEMENT; FRAMEWORK;
D O I
10.1016/j.energy.2024.132233
中图分类号
O414.1 [热力学];
学科分类号
摘要
Solar photovoltaic thermal system (SPTS) can fully tap solar energy resources to realize thermal and electric supply for users simultaneously, but the volatility and uncertainty of renewable energy and load cause the imbalance of energy supply. This paper proposes a multi-time scale optimal scheduling method for SPTS based on event-triggered model predictive control (ET-MPC) considering battery performance deterioration. Firstly, SPTS is divided into day-ahead and day-in optimization layers from different time scales. Day-ahead scheduling takes the minimization economic cost as the optimization function to obtain pre-scheduling plan, and day-in scheduling adapts rolling optimization scheme based on model predictive control (MPC) to reduce power fluctuations and achieve optimal scheduling adjustment. Moreover, the battery performance decay parameter is introduced into the MPC model and embedded into the optimization problem to prolong the cyclic life deterioration, and an event-triggered mechanism is introduced into MPC to improve the computational efficiency and reduce the communication frequency. Finally, the results show that the proposed double-layer scheduling method improves 4.15 %, 66 % and 13.39 % respectively regarding cost, power fluctuation and battery maintenance, and improve the calculation efficiency of 48.89 % compared with standard MPC method, which indicates that the proposed method has good economy, stability and execution efficiency.
引用
收藏
页数:19
相关论文
共 21 条
  • [1] Double-layer optimal scheduling method for solar photovoltaic thermal system based on MPC
    Qian, Cheng
    Zhou, Hong
    He, Ning
    2023 IEEE 2ND INDUSTRIAL ELECTRONICS SOCIETY ANNUAL ON-LINE CONFERENCE, ONCON, 2023,
  • [2] Optimal Scheduling of Grid Connected Solar Photovoltaic and Battery Storage System Considering Degradation Cost of Battery
    Kumar, Jitendra
    Kumar, Nagendra
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2022, 46 (04) : 1175 - 1188
  • [3] Optimal Scheduling of Grid Connected Solar Photovoltaic and Battery Storage System Considering Degradation Cost of Battery
    Jitendra Kumar
    Nagendra Kumar
    Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 2022, 46 : 1175 - 1188
  • [4] Research on Coordination Optimal Scheduling Method for Integrated Energy System Based on Finite-time Event-triggered Consensus Algorithm
    Wu, Lizhen
    Yang, Heng
    Chen, Wei
    Pei, Tingting
    RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2022,
  • [5] Double-layer event-triggered policy of passivity-based output regulation under deception attacks for switched systems
    Li, Lili
    Guo, Qingjun
    Rong, Di
    Ge, Xin
    ISA TRANSACTIONS, 2024, 144 : 28 - 37
  • [6] Optimal scheduling of a renewable based microgrid considering photovoltaic system and battery energy storage under uncertainty
    Luo, Liang
    Abdulkareem, Sarkew S.
    Rezvani, Alireza
    Miveh, Mohammad Reza
    Samad, Sarminah
    Aljojo, Nahla
    Pazhoohesh, Mehdi
    JOURNAL OF ENERGY STORAGE, 2020, 28
  • [7] A Novel Degradation Estimation Method for a Hybrid Energy Storage System Consisting of Battery and Double-Layer Capacitor
    Yu, Yuanbin
    Zhang, Dongdong
    Min, Haitao
    Tang, Yi
    Zhu, Tao
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2016, 2016
  • [8] Double-layer game-based optimal event-triggered consensus control for stochastic multiagent systems against deception attacksDouble-layer game-based optimal event-triggeredX. Yuan et al.
    Xiaohui Yuan
    Zan Li
    Tianjiao An
    Bo Dong
    Nonlinear Dynamics, 2025, 113 (8) : 8783 - 8799
  • [9] Dye-sensitized Solar Cells Based on Double-layer Composite Film with Enhanced Photovoltaic Performance
    Ran Hui-Li
    Huang Hao
    Ma Meng-Jun
    Zhai Jin-Sheng
    Fan Jia-Jie
    JOURNAL OF INORGANIC MATERIALS, 2017, 32 (10) : 1049 - 1054
  • [10] Simulation method for satellite thermal control system based on double-layer aggregate model
    Li, Qinyi
    2008, Nanjing University of Aeronautics an Astronautics, 29 Yudao Street, Nanjing, 210016, China (40):