Wavelet-artificial immune system algorithm applied to voltage disturbance diagnosis in electrical distribution systems

被引:19
|
作者
Lima, Fernando P. A. [1 ]
Lotufo, Anna Diva P. [1 ]
Minussi, Carlos Roberto [1 ]
机构
[1] Univ Estadual Paulista, Fac Engn Ilha Solteira, Dept Elect Engn, UNESP, BR-15385000 Ilha Solteira, SP, Brazil
基金
巴西圣保罗研究基金会; 瑞典研究理事会;
关键词
CLASSIFICATION; METHODOLOGY;
D O I
10.1049/iet-gtd.2014.1102
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This study presents a new approach to detecting and classifying voltage disturbances in electrical distribution systems based on wavelet transform and artificial immune algorithm. This proposal unifies the negative selection artificial immune algorithm with the discrete wavelet transform concept. Thus, the measurements obtained in a distribution substation by the supervisory control and data acquisition acquisition system are transformed into the wavelet domain. Afterward, a negative selection artificial immune system realises the diagnosis, identifying and classifying the abnormalities. The principal application of this tool is to aid the system operation during faults as well as to supervise the protection system. To evaluate the performance of the proposed method, two distribution systems were modelled in EMTP software: an 84-bus test system and a 134-bus real system. The results show a good performance, emphasising the precision of the diagnosis.
引用
收藏
页码:1104 / 1111
页数:8
相关论文
共 50 条
  • [41] Mitigation of Voltage Fluctuation in Distribution System Connected with PV and PHEVs Using Artificial Bee Colony Algorithm
    Ali, Abdelfatah
    Raisz, David
    Mahmoud, Karar
    2018 6TH INTERNATIONAL ISTANBUL SMART GRIDS AND CITIES CONGRESS AND FAIR (ICSG ISTANBUL 2018), 2018, : 144 - +
  • [42] Power distribution outage cause identification using Fuzzy Artificial Immune Recognition Systems (FAIRS) algorithm
    Xu, Le
    Chow, Mo-Yuen
    Timmis, Jon
    2007 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-10, 2007, : 3245 - 3252
  • [43] Application of Improved Artificial Immune System Algorithm Based on Applied Mathematics for Optimization of Manpower Allocation in Construction Engineering
    Huang, Qingbo
    Bai, Yong
    PROCESSES, 2023, 11 (07)
  • [44] Computer aided medical diagnosis system based on principal component analysis and artificial immune recognition system classifier algorithm
    Polat, Kemal
    Guenes, Salih
    EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (01) : 773 - 779
  • [45] EMC in dual voltage vehicle electrical system:: Experimental investigation of transient disturbance problems and comparison with conventional 14 V electrical systems behaviour
    Di Piazza, MC
    Ragusa, A
    Tinè, G
    Vitale, G
    IECON-2002: PROCEEDINGS OF THE 2002 28TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 2002, : 1734 - 1739
  • [46] Research on dynamic temporal and spatial distribution characteristics of electrical power system voltage based on random forest algorithm
    Fan J.
    Shang T.
    Yang T.
    Advanced Control for Applications: Engineering and Industrial Systems, 2024, 6 (02):
  • [47] Simultaneous scheduling of machines and tools in multimachine flexible manufacturing systems using artificial immune system algorithm
    Raj, J. Aldrin
    Ravindran, D.
    Saravanan, M.
    Prabaharan, T.
    INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2014, 27 (05) : 401 - 414
  • [48] On the investigation of Artificial Immune Systems on imbalanced data classification for power distribution system fault cause identification
    Xu, Le
    Chow, Mo-Yuen
    Timmis, Jon
    Taylor, Leroy S.
    Watkins, Andrew
    2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 522 - +
  • [49] Power distribution outage cause identification with imbalanced data using artificial immune recognition system (AIRS) algorithm
    Xu, Le
    Chow, Mo-Yuen
    Timmis, Jon
    Taylor, Leroy S.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2007, 22 (01) : 198 - 204
  • [50] MODELING METHODOLOGY BASED ON ARTIFICIAL IMMUNE SYSTEM ALGORITHM AND NEURAL NETWORKS APPLIED TO REMOVAL OF HEAVY METALS FROM RESIDUAL WATERS
    Dragoi, Elena-Niculina
    Suditu, Gabriel Dan
    Curteanu, Silvia
    ENVIRONMENTAL ENGINEERING AND MANAGEMENT JOURNAL, 2012, 11 (11): : 1907 - 1914