Time-varying Characteristic Based Load Forecasting Method for Distribution Network with DGs

被引:1
|
作者
Zhao, Mingxin [1 ]
Li, Yang
Chen, Hai [1 ]
Liu, Wei [1 ]
Zhang, Pan
机构
[1] China Elect Power Res Inst, Beijing, Peoples R China
关键词
Load forecasting; Distributed generation; Monte Carlo simulation; Time-varying Characteristic; Superposition method; PERFORMANCE;
D O I
10.4028/www.scientific.net/AMM.448-453.2434
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
Middle-term and long-term load forecasting is important for planning of distribution network. With DG (distributed generation) integrated into network, the net load demand of HV/MV transformers become more complicated, load forecasting encounters greater challenge than ever. Uncertainty of wind and solar power has greatly influenced the load characteristics. A new load forecasting method for distribution network with DGs is proposed in this paper, which concerns time-varying characteristic of DG output power. Firstly, we get the conventional spatial load forecasting results. Then, using Monte Carlo simulation, we get the time-varying characteristic of DG. Lastly, superposing time-varying characteristics of conventional load and DGs, we can get the net-load forecasting result for distribution network.
引用
收藏
页码:2434 / 2438
页数:5
相关论文
共 50 条
  • [1] Improved moment method for network reconfiguration with time-varying load in distribution systems
    Xing, F
    Guo, ZZ
    Cai, ZQ
    2004 International Conference on Power System Technology - POWERCON, Vols 1 and 2, 2004, : 139 - 144
  • [2] Medium and Long term Load Forecasting Method for Distribution Network with High Penetration DGs
    Zhao, Mingxin
    Liu, Wei
    Su, Jian
    Zhao, Lijun
    Dong, Xiaojing
    Liu, Wei
    2014 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2014,
  • [3] A time-varying load-based analytical approach for DG optimization in the distribution network
    Iqteit, Nassim A.
    Arsoy, Aysen Basa
    Cakir, Bekir
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2019, 29 (04):
  • [4] Islanding division of active distribution network with photovoltaic generation and time-varying load
    Tian J.
    Li A.
    Gao F.
    Zhao F.
    Geng F.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2021, 42 (09): : 125 - 131
  • [5] Reconfiguration of distribution network-based wind energy resource allocation considering time-varying load using hybrid optimization method
    Kazeminejad, Mohammad
    Karamifard, Mozhdeh
    Sheibani, Ali
    WIND ENGINEERING, 2024, 48 (05) : 938 - 953
  • [6] Topology characteristic analysis of vehicular ad hoc network based on time-varying complex network
    Zhang, Hong
    Wei, Li
    AIP ADVANCES, 2021, 11 (11)
  • [7] Genetic Algorithm based Network Reconfiguration in Distribution Systems with Multiple DGs for Time Varying Loads
    Chidanandappa, R.
    Ananthapadmanabha, T.
    Ranjith, H. C.
    SMART GRID TECHNOLOGIES (ICSGT- 2015), 2015, 21 : 460 - 467
  • [8] Reliable Condition Monitoring of Telecommunication Services with Time-Varying Load Characteristic
    Fahrnberger, Guenter
    DISTRIBUTED COMPUTING AND INTERNET TECHNOLOGY (ICDCIT 2018), 2018, 10722 : 173 - 188
  • [9] Modeling of Aggregated Generators for New Distribution Network Considering Time-varying Characteristic of Renewable Energy
    Chen, Shantong
    Chen, Qian
    Ju, Ping
    Chen, Julong
    Zhang, Zhengwei
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2024, 48 (21): : 111 - 119
  • [10] Peak load forecasting method of distribution network lines based on XGBoost
    Jiang J.
    Liu H.
    Li H.
    Zhao B.
    Bao W.
    Zheng M.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2021, 49 (16): : 119 - 127