Wavelets based analysis of non-uniformly sampled data for power load forecasting

被引:0
|
作者
Swee, EG [1 ]
Elangovan, S [1 ]
机构
[1] Natl Univ Singapore, Dept Elect Engn, Singapore 119260, Singapore
关键词
wavelets; multi resolution analysis; load forecasting; power system analysis;
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
In this paper, the compactly supported orthonormal symmetrical wavelets is used to estimate non-uniformly sampled and non-gaussian noise corrupted load consumption signals for the purpose of load forecasting in a typical electrical utility network. Power load forecasting is an important function of utility management and present methods invariably rely heavily on past historical load curves which are collected from the grid via various monitors placed at several nodes. Wavelet technology is proposed in this paper to recover irregularly sampled data, for denoising, compression and subsequent extraction of evolutionary trends in the signal in various time windows. Simple algorithms are outlined for each stage in a modular load signal analysis scheme.
引用
收藏
页码:784 / 787
页数:4
相关论文
共 50 条
  • [1] Downsampling Non-Uniformly Sampled Data
    Frida Eng
    Fredrik Gustafsson
    EURASIP Journal on Advances in Signal Processing, 2008
  • [2] Data Reconstruction based on Non-uniformly Sampled Signal
    Zhang, Xuebo
    Ying, Wenwei
    Liu, Yaqian
    2021 IEEE WESTERN NEW YORK IMAGE AND SIGNAL PROCESSING WORKSHOP (WNYISPW), 2021,
  • [3] Downsampling non-uniformly sampled data
    Eng, Frida
    Gustafsson, Fredrik
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2008, 2008 (1)
  • [4] Application of 'CLEAN' in the power spectral analysis of non-uniformly sampled pulsar timing data
    Deshpande, AA
    DAlessandro, F
    McCulloch, PM
    JOURNAL OF ASTROPHYSICS AND ASTRONOMY, 1996, 17 (1-2) : 7 - 16
  • [5] Multiresolution representation of non-uniformly sampled terrain databases using wavelets
    Madhuram, CR
    Kim, SS
    Guha, R
    Schiavone, G
    Mohapatra, R
    THIRTIETH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 1997, : 988 - 992
  • [6] Periodic pattern analysis of non-uniformly sampled stock market data
    Rasheed, Faraz
    Alhajj, Reda
    INTELLIGENT DATA ANALYSIS, 2012, 16 (06) : 993 - 1011
  • [7] Dynamic mode decomposition for non-uniformly sampled data
    Romain Leroux
    Laurent Cordier
    Experiments in Fluids, 2016, 57
  • [8] Dynamic mode decomposition for non-uniformly sampled data
    Leroux, Romain
    Cordier, Laurent
    EXPERIMENTS IN FLUIDS, 2016, 57 (05)
  • [9] System Identification Algorithm for Non-Uniformly Sampled Data
    Bekiroglu, Korkut
    Lagoa, Constantino
    Lanza, Stephanie T.
    Sznaier, Mario
    IFAC PAPERSONLINE, 2017, 50 (01): : 7296 - 7301
  • [10] Analysis of DDS spurious spectrum based on non-uniformly sampled model
    Cao, Ping
    An, Qi
    Tang, Shi-Yue
    Lu, Zeng-Yuan
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2006, 28 (11): : 2182 - 2185