Electricity Consumption Prediction Model Based on Fuzzy Clustering and Rough Set

被引：0
|
作者：
Wang, Xin [1 ]
Wang, Xiaoli [1 ]
机构：
[1] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
来源：
2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23 | 2008年
关键词：
fuzzy clustering; rough set; electricity consumption prediction model;
D O I：
10.1109/WCICA.2008.4593072
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, an electricity consumption prediction model is proposed and built up by the following steps: 1) characterize historical data via fuzzy clustering method; 2) reduce the characterized data based on rough set; 3) extract the correlation between the attribute equivalence and the predicted variable; 4) set up electricity consumption prediction model finally.
引用
收藏
页码：1081 / 1084
页数：4
相关论文
共 50 条
  • [1] A Method of Electricity Consumption Behavior Analysis Based on Rough Set Fuzzy Clustering
    Xie, Hanyang
    Hu, Xiaoqi
    Peng, Zewu
    Yao, Xu
    Chen, Yanbo
    [J]. 2018 2ND IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2018,
  • [2] Document Clustering Based on Fuzzy Rough Set
    Zhou Peng
    Li Zhishu
    Cheng Yang
    Huang Zhiguo
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS, 2009, : 701 - +
  • [3] A rough set-based fuzzy clustering
    Zhao, YQ
    Zhou, XZ
    Tang, GZ
    [J]. INFORMATION RETRIEVAL TECHNOLOGY, PROCEEDINGS, 2005, 3689 : 401 - 409
  • [4] On rough set based fuzzy clustering for graph data
    He, Wenqian
    Liu, Shihu
    Xu, Weihua
    Yu, Fusheng
    Li, Wentao
    Li, Fang
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2022, 13 (11) : 3463 - 3490
  • [5] On rough set based fuzzy clustering for graph data
    Wenqian He
    Shihu Liu
    Weihua Xu
    Fusheng Yu
    Wentao Li
    Fang Li
    [J]. International Journal of Machine Learning and Cybernetics, 2022, 13 : 3463 - 3490
  • [6] Evaluation Model for Grid Safe Production Based on Fuzzy Clustering and Rough Set
    Zhang Liying
    Qi Jianxun
    [J]. WMSO: 2008 INTERNATIONAL WORKSHOP ON MODELLING, SIMULATION AND OPTIMIZATION, PROCEEDINGS, 2009, : 196 - 199
  • [7] Rough set model based on axiomatic fuzzy set
    Xu, Siyu
    Qin, Keyun
    Pan, Xiaodong
    Fu, Chao
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2023, 45 (01) : 1423 - 1436
  • [8] Energy big data demand prediction model based on fuzzy rough set
    Duan, Zhimei
    Yuan, Xiaojin
    Zhu, Rongfei
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 39 (04) : 5291 - 5300
  • [9] Based on rough set and fuzzy clustering of MRI brain segmentation
    Zhang, Yang
    Ye, Shufan
    Ding, Weifeng
    [J]. INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2017, 10 (02)
  • [10] A Collaborative Filtering Algorithm Based on Rough Set and Fuzzy Clustering
    Chen, DanEr
    Ying, YuLong
    Gong, SongJie
    [J]. FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 17 - +
12345