A two-stage stochastic model for energy storage planning in a microgrid incorporating bilateral contracts and demand response program

被引:31
|
作者
Nazari, AmirAli [1 ]
Keypour, Reza [1 ]
机构
[1] Semnan Univ, Fac Elect & Comp Engn, Semnan, Iran
关键词
Smart grid; Energy storage planning; Stochastic programming; Microgrid; Energy management; DISTRIBUTION NETWORK; LARGE CONSUMERS; WIND POWER; MANAGEMENT; SYSTEMS; PROCUREMENT; OPTIMIZATION; UNCERTAINTY; IMPROVEMENT; SIMULATION;
D O I
10.1016/j.est.2018.12.002
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
In recent years, application of energy storage technologies in smart grids has attracted huge attention. In this paper a cog-benefit analysis is carried out to evaluate and quantify the benefit of installing an energy storage system (ESS) in a typical Microgrid (MG). The model aims to yield the optimal ESS size by finding the least cost energy scheduling over a year under an uncertain environment. Therefore, a two-stage stochastic programming (SP) is defined to address the probabilistic nature of the parameters. The moment matching method is incorporated to create samples form probability distribution functions (PDFs) as nodes of a scenario tree. Furthermore, the fast forward selection (FFS) approach is utilized for scenario reduction. Lead acid battery (LAB), flywheel (FW) and pumped hydro energy storage (PHES) are chosen as ESS candidates. Simulation results demonstrate that whether operating as islanded or grid-connected, favorable yearly cost savings are achieved by optimal ESS planning. In this regard, the scheduled load responses and signed bilateral contracts (BCs) play important roles. The effectiveness of the proposed approaches is verified through comparisons with the deterministic and common stochastic methods. Finally, a sensitivity analysis is carried out on ESS cost to examine its effect on optimal sizing.
引用
收藏
页码:281 / 294
页数:14
相关论文
共 50 条
  • [31] A two-stage stochastic optimization model for port infrastructure planning
    Bhurtyal, Sanjeev
    Hernandez, Sarah
    Eksioglu, Sandra
    Yves, Manzi
    MARITIME ECONOMICS & LOGISTICS, 2024, 26 (02) : 185 - 211
  • [32] A TWO-STAGE STOCHASTIC PROGRAMMING APPROACH FOR PRODUCTION PLANNING SYSTEM WITH SEASONAL DEMAND
    Mahmoud, Asmaa A.
    Aly, Mohamed F.
    Mohib, Ahmed M.
    Afefy, Islam H.
    MANAGEMENT AND PRODUCTION ENGINEERING REVIEW, 2020, 11 (01) : 31 - 42
  • [33] Two-stage stochastic programming model for the regional-scale electricity planning under demand uncertainty
    Huang, Yun-Hsun
    Wu, Jung-Hua
    Hsu, Yu-Ju
    ENERGY, 2016, 116 : 1145 - 1157
  • [34] Production planning with a two-stage stochastic programming model in a kitting facility under demand and yield uncertainties
    Hu, Zhengyang
    Ramaraj, Goutham
    Hu, Guiping
    INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2020, 15 (03) : 237 - 246
  • [35] Stochastic energy management in a renewable energy-based microgrid considering demand response program
    Hajiamoosha, Pouria
    Rastgou, Abdollah
    Bahramara, Salah
    Sadati, S. Muhammad Bagher
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2021, 129
  • [36] A Two-stage Stochastic Model for Coordinated Operation of Natural Gas and Microgrid Networks
    Zandrazavi, Seyed Farhad
    Tabares, Alejandra
    Franco, John Fredy
    Shafie-khah, Miadreza
    Soares, Joao
    Vale, Zita
    2023 IEEE BELGRADE POWERTECH, 2023,
  • [37] Two-Stage Energy Management for Energy Storage System by Using Stochastic Model Predictive Control Approach
    Zhuang, Huimin
    Tang, Zao
    Zhang, Jianglin
    FRONTIERS IN ENERGY RESEARCH, 2021, 9
  • [38] Two-stage stochastic-robust planning of distributed energy storage systems with Archimedes optimisation algorithm
    Yuan, Tianmeng
    Chen, Zhuoxu
    Hu, Zechun
    IET SMART GRID, 2024, 7 (05) : 643 - 652
  • [39] A chance-constrained two-stage stochastic programming model for reliable microgrid operations under power demand uncertainty
    Marino, Carlos
    Quddus, Md Abdul
    Marufuzzaman, Mohammad
    Cowan, Mark
    Bednar, Amy E.
    SUSTAINABLE ENERGY GRIDS & NETWORKS, 2018, 13 : 66 - 77
  • [40] Two-Stage Inventory Model with Price Discount under Stochastic Demand
    Qin, Yanhong
    Qin, Xinghong
    ADVANCES IN MULTIMEDIA, SOFTWARE ENGINEERING AND COMPUTING, VOL 1, 2011, 128 : 465 - +