An Improved Stochastic Response Surface Method Based Probabilistic Load Flow for Studies on Correlated Wind Speeds in the AC/DC Grid

被引:5
|
作者
Zhu, Ziwei [1 ]
Lu, Shifan [1 ]
Peng, Sui [2 ]
机构
[1] Nanchang Univ, Informat Engn Coll, Nanchang 330031, Jiangxi, Peoples R China
[2] Guangdong Power Grid Corp, Grid Planning & Res Ctr, CSG, Guangzhou 510080, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
probabilistic load flow; AC; VSC-MTDC hybrid grids; stochastic response surface method; correlation; POWER-FLOW; PHOTOVOLTAIC GENERATION; SYSTEMS; IMPACT;
D O I
10.3390/en11123501
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
This paper proposed a probabilistic load flow technique of AC/VSC-MTDC (Alternate Current/Voltage Source Control-Multiple Terminal Direct Current) hybrid grids based on an improved stochastic response surface method. The applied traditional stochastic response surface method is inherent with the capability to tackle correlated normal variables; however, the accuracy is poor in the case of correlated diverse distributions. To address this issue, NATAF transformation was adopted to transform the correlated wind speeds and loads following arbitrary distributions into the variables that are subject to standard normal distributions. The collection points could be selected to establish the polynomial relationship among the independent standard normal variables and the output responses. Then, the probability distributions and statistics of the responses could be accurately and efficiently estimated. The modified IEEE 14-bus system, involving an additional VSC-MTDC system, wind speeds following various distributions, and diverse consumer behaviors, was used to demonstrate the validity and capability of the proposed method.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] Voltage Risk Evaluation Based on Improved Probabilistic Load Flow Considering Intermittent Wind Farm
    Gao Lizhi
    Wu Junyong
    2012 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2012,
  • [32] AC/DC Power Flow Computation Based on Improved Levenberg-Marquardt Method
    Cao, Jia
    Yan, Zheng
    Fan, Xiang
    Xu, Xiaoyuan
    Li, Jianhua
    Cao, Lu
    INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2015, 16 (01): : 1 - 13
  • [33] Probabilistic Power Flow Optimization of Source Network Load Storage in AC/DC Systems Based on SOC Characteristics
    Shu, Hongchun
    Dai, Yue
    Liao, Mengli
    Tang, Yutao
    ELECTRIC POWER SYSTEMS RESEARCH, 2024, 228
  • [34] The power flow algorithm for AC/DC microgrids based on improved unified iteration method
    Dong, Xin
    Wang, Haibin
    Zhang, Changkun
    Yu, Wanneng
    Yang, Rongfeng
    Xiao, Longhai
    Liao, Weiqiang
    Luo, Chenghan
    FRONTIERS IN ENERGY RESEARCH, 2024, 12
  • [35] A modified holomorphic embedding method based hybrid AC-DC microgrid load flow
    Sur, Ujjal
    Biswas, Amitava
    Bera, Jitendra Nath
    Sarkar, Gautam
    ELECTRIC POWER SYSTEMS RESEARCH, 2020, 182
  • [36] A practical AC-DC load flow program based on sequential solution method.
    Zhao, Y
    Liu, YM
    POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS, 2002, : 1092 - 1095
  • [37] Risk Analysis of Cascading Outage of Large-Scale Wind Power AC/DC Hybrid System Based on Probabilistic Load Flow and Short Circuit Ratio
    Li Zhangwen
    Ma Xiaochen
    Luo Yadi
    Lang Yansheng
    Wu Changhao
    PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020), 2020, : 2677 - 2682
  • [38] A Discrete Point Estimate Method for Probabilistic Load Flow Based on the Measured Data of Wind Power
    Ai, Xiaomeng
    Wen, Jinyu
    Wu, Tong
    Lee, Wei-Jen
    2012 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING (IAS), 2012,
  • [39] Probabilistic Load Flow Analysis for Power System Containing Wind Farms Based on Cumulant Method
    Gao, Ming
    Lv, Pan
    Zhou, Zhuan
    Li, Jingya
    Xue, Jingjie
    Zhang, Bo
    Sun, Donglei
    6TH INTERNATIONAL CONFERENCE ON ADVANCES IN ENERGY RESOURCES AND ENVIRONMENT ENGINEERING, 2021, 647
  • [40] A Discrete Point Estimate Method for Probabilistic Load Flow Based on the Measured Data of Wind Power
    Ai, Xiaomeng
    Wen, Jinyu
    Wu, Tong
    Lee, Wei-Jen
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2013, 49 (05) : 2244 - 2252