A Two-Stage Stochastic Dynamic Economic Dispatch Model Considering Wind Uncertainty

被引:74
|
作者
Liu, Yang [1 ]
Nair, Nirmal-Kumar C. [1 ]
机构
[1] Univ Auckland, Dept Elect & Comp Engn, Auckland 1142, New Zealand
关键词
Dynamic economic dispatch; sample average approximation; stochastic linear programming; stochastic decomposition; reserve procurement; UNIT COMMITMENT; ENERGY; COORDINATION; HYDRO;
D O I
10.1109/TSTE.2015.2498614
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper proposes a two-stage stochastic dynamic economic dispatch model aiming at better managing system variability and uncertainty influenced by wind generation. Stochastic decomposition algorithm is proposed to solve the model in order to facilitate real-time application. The proposed method is tested on PJM-5 and RTS-24 systems and the results verify that the model inherits advantages from conventional dynamic economic dispatch, which is able to make out of merit order dispatch instructions for future benefits. Furthermore, the proposed model can correct false generator pre-ramp instructions due to forecast error and evaluate potential nodal wise reserve requirement therefore improving reserve deliverability. For computational efficiency assessment, stochastic decomposition is compared with sample average approximation. A modified IEEE-118 bus case study is shown.
引用
收藏
页码:819 / 829
页数:11
相关论文
共 50 条
  • [41] Two-Stage Robust Expansion Planning of Transmission Network Considering Uncertainty of Offshore Wind Power
    Tian, Shuxin
    Han, Xue
    Fu, Yang
    Su, Xiangjing
    Li, Zhenkun
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2024, 58 (09): : 1400 - 1409
  • [42] Dynamic Economic Emission Dispatch Considering Wind Uncertainty Using Non-Dominated Sorting Crisscross Optimization
    Chinnadurrai, C. L.
    Victoire, T. Aruldoss Albert
    IEEE ACCESS, 2020, 8 : 94678 - 94696
  • [43] A Joint Chance Constrained Economic Dispatch Model Considering Wind Generation and Dynamic Line Rating
    You, Lei
    2021 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA), 2021,
  • [44] Two-Stage Stochastic Program for Dynamic Coordinated Traffic Control Under Demand Uncertainty
    Li, Lubing
    Huang, Wei
    Chow, Andy H. F.
    Lo, Hong K.
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (08) : 12966 - 12976
  • [45] A two-stage dynamic reconfiguration method for distribution networks considering wind and solar power
    Yang H.
    Li X.
    Cao Z.
    Li X.
    Xiong N.
    Xu P.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2023, 51 (21): : 12 - 21
  • [46] Two-stage stochastic optimization for unit commitment considering wind power based on scenario analysis
    Wang, Xiaofei
    Hu, Zhijian
    Zhang, Menglin
    Hu, Mengyue
    2016 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2016,
  • [47] The Value of Stochastic Modeling in Two-Stage Stochastic Programs with Cost Uncertainty
    Delage, Erick
    Arroyo, Sharon
    Ye, Yinyu
    OPERATIONS RESEARCH, 2014, 62 (06) : 1377 - 1393
  • [48] Economic Load Dispatch with Stochastic Wind Power: Model and Solutions
    Liu, Xian
    Xu, Wilsun
    Huang, Changcheng
    2010 IEEE PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION: SMART SOLUTIONS FOR A CHANGING WORLD, 2010,
  • [49] Two-stage optimal dispatch for wind power integrated power system considering operational risk and reserve availability
    Zhang G.
    Li F.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2022, 50 (11): : 139 - 148
  • [50] A two-stage scheduling optimization model and solution algorithm for wind power and energy storage system considering uncertainty and demand response
    Tan, Zhong-fu
    Ju, Li-wei
    Li, Huan-huan
    Li, Jia-yu
    Zhang, Hui-juan
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2014, 63 : 1057 - 1069