Data Science and Big Data in Energy Forecasting

被引:3
作者
Martinez-Alvarez, Francisco [1 ]
Troncoso, Alicia [1 ]
Riquelme, Jose C. [2 ]
机构
[1] Pablo Olavide Univ, Data Sci & Big Data Lab, ES-41013 Seville, Spain
[2] Univ Seville, Dept Comp Sci, ES-41012 Seville, Spain
关键词
energy; time series; forecasting; data mining; big data;
D O I
10.3390/en11113224
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 editorial summarizes the performance of the special issue entitled Data Science and Big Data in Energy Forecasting, which was published at MDPI's Energies journal. The special issue took place in 2017 and accepted a total of 13 papers from 7 different countries. Electrical, solar and wind energy forecasting were the most analyzed topics, introducing new methods with applications of utmost relevance.
引用
收藏
页数:2
相关论文
共 50 条
  • [41] Data science in education: Big data and learning analytics
    Klasnja-Milicevic, Aleksandra
    Ivanovic, Mirjana
    Budimac, Zoran
    COMPUTER APPLICATIONS IN ENGINEERING EDUCATION, 2017, 25 (06) : 1066 - 1078
  • [42] Big Data Science on COVID-19 Data
    Leung, Carson K.
    Chen, Yubo
    Shang, Siyuan
    Deng, Deyu
    2020 IEEE 14TH INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (BIGDATASE 2020), 2020, : 14 - 21
  • [43] Philosophy of Big Data Expanding the Human-Data Relation with Big Data Science Services
    Swan, Melanie
    2015 IEEE FIRST INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING SERVICE AND APPLICATIONS (BIGDATASERVICE 2015), 2015, : 468 - 477
  • [44] An Upstream Business Data Science in a Big Data Perspective
    Nimmagadda, Shastri L.
    Reiners, Torsten
    Rudra, Amit
    KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS, 2017, 112 : 1881 - 1890
  • [45] Automatic validation and analysis of predictive models by means of big data and data science
    Ramalli, Edoardo
    Dinelli, Timoteo
    Nobili, Andrea
    Stagni, Alessandro
    Pernici, Barbara
    Faravelli, Tiziano
    CHEMICAL ENGINEERING JOURNAL, 2023, 454
  • [46] A Visual Data Science Solution for Visualization and Visual Analytics of Big Sequential Data
    Leung, Carson K.
    Wen, Yan
    Zhao, Chenru
    Zheng, Hao
    Jiang, Fan
    Cuzzocrea, Alfredo
    2021 25TH INTERNATIONAL CONFERENCE INFORMATION VISUALISATION (IV): AI & VISUAL ANALYTICS & DATA SCIENCE, 2021, : 229 - 234
  • [47] Forecasting on Equipment Manufacturing Industry Development in View of Big Data
    Xu, Xiaofei
    Cui, Yanjuan
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON APPLIED MATHEMATICS, MODELLING AND STATISTICS APPLICATION (AMMSA 2017), 2017, 141 : 266 - 269
  • [48] Demand forecasting model development through big data analysis
    Seungjung Yang
    Heajong Joo
    Sekyoung Youm
    Electronic Commerce Research, 2021, 21 : 727 - 745
  • [49] Demand forecasting model development through big data analysis
    Yang, Seungjung
    Joo, Heajong
    Youm, Sekyoung
    ELECTRONIC COMMERCE RESEARCH, 2021, 21 (03) : 727 - 745
  • [50] Similarity-Based Chained Transfer Learning for Energy Forecasting With Big Data
    Tian, Yifang
    Sehovac, Ljubisa
    Grolinger, Katarina
    IEEE ACCESS, 2019, 7 : 139895 - 139908