Research on demand management of hybrid energy storage system in industrial park based on variational mode decomposition and Wigner-Ville distribution

被引:22
作者
Fang, Jicheng [1 ]
Xu, Qingshan [1 ,2 ]
Tang, Rongchuan [1 ]
Xia, Yuanxing [1 ]
Ding, Yixing [1 ]
Fang, Lele [1 ]
机构
[1] Southeast Univ, Sch Elect Engn, Nanjing 210096, Peoples R China
[2] Nanjing Ctr Appl Math, Nanjing 211135, Peoples R China
关键词
Hybrid energy storage system; Variational mode decomposition; Wigner-Ville distribution; Demand management; Chaos particle swarm optimization; Two-stage monthly and day-ahead optimization model; OPERATION; VMD;
D O I
10.1016/j.est.2021.103073
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In the industrial park microgrids, the curves of industrial load and photovoltaic output are unstable and unadjustable. The implementation of energy storage system (ESS) has proven successful in tackling these issues. Compared with the single-type battery energy storage (SBES), the hybrid energy storage system (HESS) is composed by energy-type energy storage and power-type energy storage, which can effectively improve the controllability and schedulability of renewable energy generation. The governments of most countries have implemented a two-part time-of-use tariff mechanism for industrial users. In this context, the paper proposes a solution for the reasonable low-cost configuration and operation of HESS in industrial parks. First of all, this paper creatively combines the Variational Mode Decomposition and Wigner-Ville Distribution (VMD-WVD) algorithm to break down the net load of the industrial park system, and installs the super-capacitors and lithium batteries to smooth the high frequency and low frequency components of the original net load. Secondly, this paper establishes a two-stage monthly and day-ahead optimization model, which is solved by the Chaos Particle Swarm Optimization (CPSO) algorithm. The monthly HESS capacity optimization configuration model is to minimize the total installation cost. And the day-ahead scheduling model maximizes the net income of life cycle, which further improves the user's peak-to-valley arbitrage. The results show that, compared with SBES, the installation of HESS can better achieve peak shaving and reduce grid connection fluctuations. Besides, the installation of HESS can greatly reduce the electricity cost and the basic electricity cost of industrial parks, so that it can save industrial users' production costs.
引用
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页数:11
相关论文
共 34 条
  • [11] Gear Fault Diagnosis Based on Genetic Mutation Particle Swarm Optimization VMD and Probabilistic Neural Network Algorithm
    Ding, Jiakai
    Xiao, Dongming
    Li, Xuejun
    [J]. IEEE ACCESS, 2020, 8 : 18456 - 18474
  • [12] Ding Y, 2020, ELECTR POW SYST RES
  • [13] [丁逸行 Ding Yixing], 2019, [电网技术, Power System Technology], V43, P1179
  • [14] Variational Mode Decomposition
    Dragomiretskiy, Konstantin
    Zosso, Dominique
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (03) : 531 - 544
  • [15] Wigner filtering with smooth roll-off boundary for differentiation of noisy non-stationary signals
    Georgakis, A
    Stergioulas, LK
    Giakas, G
    [J]. SIGNAL PROCESSING, 2002, 82 (10) : 1411 - 1415
  • [16] Kernel Sparse Multitask Learning for Hyperspectral Image Classification With Empirical Mode Decomposition and Morphological Wavelet-Based Features
    He, Zhi
    Wang, Qiang
    Shen, Yi
    Sun, Mingjian
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (08): : 5150 - 5163
  • [17] Denoising and Baseline Drift Removal Method of MEMS Hydrophone Signal Based on VMD and Wavelet Threshold Processing
    Hu, Hongping
    Zhang, Linmei
    Yan, Huichao
    Bai, Yanping
    Wang, Peng
    [J]. IEEE ACCESS, 2019, 7 : 59913 - 59922
  • [18] The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
    Huang, NE
    Shen, Z
    Long, SR
    Wu, MLC
    Shih, HH
    Zheng, QN
    Yen, NC
    Tung, CC
    Liu, HH
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971): : 903 - 995
  • [19] Frequency regulation support from aggregation of air conditioners based on the trigger value local update strategy
    Ji, Yongli
    Xu, Qingshan
    [J]. IET GENERATION TRANSMISSION & DISTRIBUTION, 2020, 14 (16) : 3150 - 3160
  • [20] Wavelet-Based Capacity Configuration and Coordinated Control of Hybrid Energy Storage System for Smoothing Out Wind Power Fluctuations
    Jiang, Quanyuan
    Hong, Haisheng
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (02) : 1363 - 1372