A New Distributed Power System for Stability Prediction And Analysis

被引:0
|
作者
Yin, Durong [1 ]
Yang, Yi [1 ]
Yang, Mao [1 ]
Yang, Zhigang [1 ]
Li, Caihong [1 ]
Li, Lian [1 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
基金
国家重点研发计划;
关键词
distributed stability; prediction; analysis; KRR; XGBoost;
D O I
10.1109/icsess47205.2019.9040711
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Grid system is prone to all kinds of disturbances.These disturbances only appear in a moment, but often cause cascading failures.Aiming at this problem, a prediction and analysis system for distributed power grid stability is developed.Firstly, combined with advanced data processing technology, the factors affecting the stability of power grid are analyzed and described. Secondly, a combined model KRR-XGBoost is proposed to predict the grid stability index, and the grid stability can be judged according to the predicted results.In order to verify the effectiveness of the model, we take the UCI distributed grid stability data set as an example to carry out the test.The experimental results show that compared with the other four models, this model can provide more accurate prediction results and better predict the stability of distributed power system, which further provides effective design guidance and cost optimization for distributed power supply system.
引用
收藏
页码:452 / 455
页数:4
相关论文
共 50 条
  • [1] An Effective Distributed Model for Power System Transient Stability Analysis
    Muthu, Balasingh Moses
    Veilumuthu, Ramachandran
    Ponnusamy, Lakshmi
    ADVANCES IN ELECTRICAL AND COMPUTER ENGINEERING, 2011, 11 (03) : 71 - 76
  • [2] Transient Stability Analysis of a Power System with Distributed Generation Penetration
    Tuttokmagi, Ozge
    Kaygusuz, Asim
    2019 7TH INTERNATIONAL ISTANBUL SMART GRIDS AND CITIES CONGRESS AND FAIR (ICSG ISTANBUL 2019), 2019, : 154 - 158
  • [3] Power System Stability Analysis with Large Penetration of Distributed Generation
    Sharma, Ravi
    Singh, Mukhtiar
    Jain, D. K.
    2014 6TH IEEE POWER INDIA INTERNATIONAL CONFERENCE (PIICON), 2014,
  • [4] Analysis of stability control of a power system with a distributed constant circuit model
    Takigawa, K
    Hamada, A
    Kawasaki, K
    Ariyoshi, H
    APCCAS '96 - IEEE ASIA PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS '96, 1996, : 425 - 428
  • [5] Analysis of stability control of a power system with a distributed constant circuit model
    Takigawa, K
    Hamada, A
    Kawasaki, K
    Ariyoshi, H
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 1997, 7 (04) : 221 - 230
  • [6] DC current bus distributed power system and its stability analysis
    Wei, Yuqi
    Luo, Quanming
    Chen, Si
    Huang, Jian
    Zhou, Luowei
    IET POWER ELECTRONICS, 2019, 12 (03) : 458 - 464
  • [7] DC Current Bus Distributed Power System and Its Stability Analysis
    Wei, Yuqi
    Luo, Quanming
    Chen, Si
    He, Qingqing
    Zhou, Luowei
    2018 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2018, : 5316 - 5321
  • [8] New Eigenvalue Method for Power System Stability Analysis
    Li, Chao-Chun
    Tseng, Ta-Hsiu
    Huang, Pei-Hwa
    THERMAL, POWER AND ELECTRICAL ENGINEERING, PTS 1 AND 2, 2013, 732-733 : 888 - 891
  • [9] Power System Distributed Dynamic State Prediction
    Rahman, Md Ashfaqur
    Venayagamoorthy, Ganesh Kumar
    PROCEEDINGS OF 2016 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2016,
  • [10] Evolution of DC Distributed Power System Stability
    Dastgeer, Faizan
    Kalam, Akhtar
    INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2010, 5 (02): : 652 - 662