Storage Device Unit Modeling

被引:0
|
作者
El Shahat, Adel [1 ]
机构
[1] Suez Univ, Fac Petr & Min Engn, Dept Engn Sci, Suez, Egypt
关键词
Lead-acid battery; storage; model; neural network; estimation;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper proposes storage device unit (Lead acid battery) model as one of various batteries commercially available for meeting the storage needs. To help designers, researchers and users in pointing the direction for indigenous research in electricity storage technologies. The parameters of the battery model are identified depending on curve fitting with the aid of improved Thevenin battery model, and the model is validated with a 12 V, 4Ah lead-acid battery Yuasa NP4-12 Battery. The discharge and charge characteristics are studied using this model. The model parameters and characteristics are well depicted in the form of 3D figures as the training data for ANN models. Then Artificial Neural Network (ANN) technique models are adopted to generalize parameters estimation process for the whole capacity rates range due to its advantages. ANN models are created with suitable numbers of layers and neurons, which trained, simulated, checked and their algebraic equations are concluded accurately with excellent regression constant for both 1,0.99997.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Numerical modeling of transient heat transfer in heat storage unit with channel structure
    Taler, Dawid
    Dzierwa, Piotr
    Trojan, Marcin
    Sacharczuk, Jacek
    Kaczmarski, Karol
    Taler, Jan
    APPLIED THERMAL ENGINEERING, 2019, 149 : 841 - 853
  • [22] Excitation control of variable speed pumped storage unit for electromechanical transient modeling
    Li, Shanying
    Xie, Huan
    Yan, Yian
    Wu, Tao
    Huang, Tianxiao
    Liu, Yinglin
    Li, Changyu
    Liang, Hao
    Cao, Tianzhi
    ENERGY REPORTS, 2022, 8 : 818 - 825
  • [23] Modeling the freezing of nanomaterial through the cold storage unit implementing numerical approach
    Rothan, Yahya Ali
    JOURNAL OF ENERGY STORAGE, 2024, 86
  • [24] Modeling of freezing inside the storage unit incorporating nanomaterial considering adaptive grid
    Almohsen, Bandar
    JOURNAL OF ENERGY STORAGE, 2022, 54
  • [25] Modeling, Control and Experimental Validation of a Flywheel-Based Energy Storage Device
    Diaz-Gonzalez, Francisco
    Sumper, Andreas
    Gomis-Bellmunt, Oriol
    Villafafila-Robles, Roberto
    EPE JOURNAL, 2013, 23 (02) : 41 - 51
  • [26] Behavior Modeling for Charge Storage in Single-Poly Floating Gate Device
    Park, Eun-Je
    Choi, Jong-Moon
    Kwon, Kee-Won
    JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2019, 19 (10) : 6727 - 6731
  • [27] Using MEMS-based storage in computer systems - Device modeling and management
    Symantec Corporation
    不详
    不详
    不详
    不详
    不详
    ACM Trans. Storage, 2006, 2 (139-160):
  • [28] Modeling and Control of a Generalized Energy Storage Device for Stabilizing Frequency and Voltage Oscillations
    Ahsan, Hailiya
    Mufti, Mairajud Din
    2019 9TH INTERNATIONAL CONFERENCE ON POWER AND ENERGY SYSTEMS (ICPES), 2019,
  • [29] A unit commitment model with demand response and electric storage device for the integration of variable renewable energies
    Ikeda, Y. (ikeda.yuichi.2w@kyoto-u.ac.jp), 1600, Institute of Electrical Engineers of Japan (133):
  • [30] Integration of a mechanical energy-storage unit in a road pavement energy-harvesting device
    Duarte, Francisco
    Ferreira, Adelino
    Fael, Paulo
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-ENERGY, 2018, 171 (02) : 70 - 81