Load Profiling with Fuzzy Self-Organizing Algorithms

被引：0
|
作者：
Gavrilas, Mihai [1 ]
Ivanov, Ovidiu [1 ]
Gavrilas, Gilda
机构：
[1] Tech Univ Iasi, Power Syst Dept, Iasi, Romania
来源：
NEUREL 2008: NINTH SYMPOSIUM ON NEURAL NETWORK APPLICATIONS IN ELECTRICAL ENGINEERING, PROCEEDINGS | 2008年
关键词：
Distribution systems; Fuzzy logic; Load profiling; Self-organization;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper describes an enhanced fuzzy self-organizing algorithm (EF-SOM) to address the problem of consumer classification in electric distribution networks based on the shape of the load profiles (LPs). This algorithm is a modified form of the standard fuzzy Kohonen algorithm, which determines the deviations between metered-LPs and the prototypes of the typical LPs using weighted windows around It he peak and valley hours. The EF-SOM algorithm was tested on an independent load profile database, proofing its ability to filter outliers LPs and to produce realistic classification results.
引用
收藏
页码：60 / +
页数：2
相关论文
共 50 条
  • [21] Fuzzy Rule-Based Mobility and Load Management for Self-Organizing Wireless Networks
    Habetha J.
    Walke B.
    International Journal of Wireless Information Networks, 2002, 9 (02) : 119 - 140
  • [22] Short-term load forecasting based on self-organizing fuzzy neural networks
    Mao, Huina
    Zeng, Xiao-Jun
    Leng, Gang
    Zhai, Yongjie
    Keane, John
    2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 1130 - +
  • [23] A self-organizing fuzzy power system stabilizer
    Oonsivilai, A
    El-Hawary, ME
    UNIVERSITY AND INDUSTRY - PARTNERS IN SUCCESS, CONFERENCE PROCEEDINGS VOLS 1-2, 1998, : 197 - 200
  • [24] A self-organizing neural fuzzy inference network
    Castellano, G
    Fanelli, AM
    IJCNN 2000: PROCEEDINGS OF THE IEEE-INNS-ENNS INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOL V, 2000, : 14 - 19
  • [25] A contribution for elaboration of self-organizing fuzzy controllers
    Bezerra, CAV
    deAzevedo, HR
    Teixeira, EP
    PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, 1997, : 371 - 375
  • [26] SELF-ORGANIZING FUZZY-LOGIC CONTROLLER
    ZHANG, BS
    EDMUNDS, JM
    IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1992, 139 (05): : 460 - 464
  • [27] Fuzzy Growing Hierarchical Self-Organizing Networks
    Barreto-Sanz, Miguel
    Perez-Uribe, Andres
    Pena-Reyes, Carlos-Andres
    Tomassini, Marco
    ARTIFICIAL NEURAL NETWORKS - ICANN 2008, PT II, 2008, 5164 : 713 - +
  • [28] An adaptive self-organizing fuzzy neural network
    Qiao, Jun-Fei
    Han, Hong-Gui
    Jia, Yan-Mei
    2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 711 - 715
  • [29] Self-organizing map with fuzzy class memberships
    Sohn, SH
    Dagli, CH
    APPLICATIONS AND SCIENCE OF COMPUTATIONAL INTELLIGENCE IV, 2001, 4390 : 150 - 157
  • [30] The research on self-organizing fuzzy neural network
    Qiao, Junfei
    Han, Honggui
    Jia, Yarimei
    PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS, PROCEEDINGS, 2007, : 241 - 243
12345