Development and testing of a micro-grid excess power production forecasting algorithms

被引:3
|
作者
Mavrigiannaki, Angeliki [1 ]
Kampelis, Nikos [1 ]
Kolokotsa, Denia [1 ]
Marchegiani, Daniele [2 ]
Standardi, Laura [2 ]
Isidori, Daniela [2 ]
Christalli, Cristina [2 ]
机构
[1] Tech Univ Crete, Sch Environm Engn, Khania 73100, Greece
[2] Loccioni Grp, Dept Res Innovat, Via Fiume 16, I-60030 Ancona, Italy
关键词
micro-grid; forecasting; integration; artificial neural network; ENERGY MANAGEMENT; SYSTEM; PV;
D O I
10.1016/j.egypro.2017.09.583
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Traditional electricity grids lack flexibility in power generation and load operation in contrast to smart-micro grids that form semi-autonomous entities with energy management capabilities. Load forecasting is invaluable to smart micro-grids towards assisting the implementation of energy management schedules for cost-efficient and secure operation. In the present paper is examined the 24h forecasting of excess production in an existing micro-grid. Alternative input parameters are considered for achieving an accurate prediction. The prediction can be used for scheduling the charging process of a thermal storage during weekends based on excess power production levels. (C) 2017 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:654 / 663
页数:10
相关论文
共 50 条
  • [21] Forecasting the State-of-Charge of Batteries in Micro-Grid Systems
    NaitMalek, Y.
    Najib, M.
    Bakhouya, M.
    Essaaidi, M.
    PROCEEDINGS OF 2019 IEEE 4TH WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS' 19), 2019, : 281 - 286
  • [22] Study on Load Forecasting of an Actual Micro-grid System in Taiwan
    Sun, Zhi-Chao
    Chen, Tsai-Hsiang
    Lian, Kuo-Lung
    Kuo, Cheng-Chien
    Cheng, I-Ta
    Chang, Yung-Ruei
    Ho, Yuan-Hsiang
    2013 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2013,
  • [23] Multi-objective energy management of a micro-grid considering uncertainty in wind power forecasting
    Sarshar, Javad
    Moosapour, Seyyed Sajjad
    Joorabian, Mahmood
    ENERGY, 2017, 139 : 680 - 693
  • [24] Autonomous micro-grid based on micro hydro power plants
    Ion, C. P.
    Marinescu, C.
    PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT, VOLS 1-5, 2012, : 941 - 946
  • [25] Incentive Mechanism of Micro-grid Project Development
    Long, Yong
    Wang, Yu
    Pan, Chengrong
    SUSTAINABILITY, 2018, 10 (01)
  • [26] Development of a smart micro-grid management system
    Jansen, Ryan
    Karki, Rajesh
    INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT, 2015, 6 (02) : 110 - 118
  • [27] A review of recent development in smart grid and micro-grid laboratories
    Faculty of Electrical Engineering, Universiti Teknikal Malaysia Melaka , Hang Tuah Jaya, 76100 Durian Tunggal, Melaka, Malaysia
    不详
    IEEE Int. Power Eng. Optim. Conf., PEOCO - Conf. Proc., 2012, (367-372):
  • [28] Multi-Objective Optimal Dispatching for a Grid-Connected Micro-Grid Considering Wind Power Forecasting Probability
    Sun, Sizhou
    Fu, Jingqi
    Wei, Lisheng
    Li, Ang
    IEEE ACCESS, 2020, 8 : 46981 - 46997
  • [29] Bi-objective Power Dispatch on Micro-grid System Using Improved Genetic Algorithms
    Hu, Feihu
    Zhang, Jize
    Ma, Beilong
    Liu, Lulu
    ADVANCES IN POWER AND ELECTRICAL ENGINEERING, PTS 1 AND 2, 2013, 614-615 : 1738 - 1743
  • [30] Comparison of Detection Methods for Power Quality in Micro-grid
    Wang Huihui
    Wang Ping
    2015 6TH INTERNATIONAL CONFERENCE ON POWER ELECTRONICS SYSTEMS AND APPLICATIONS (PESA), 2015,