Deformation Prediction Based on Time Series Analysis and Grey System Theory

被引:4
|
作者
Qiao, Dongliang [1 ]
Zhao, Ming [1 ]
机构
[1] Tongji Univ, Sch Civil Engn, Shanghai 200092, Peoples R China
关键词
time series analysis; deformation prediction;
D O I
10.4028/www.scientific.net/AMR.368-373.2147
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
For the long-term monitoring of structure, the deformation trend changes periodically and is hard to extract. A small amount of recent data can be selected to avoid such problem. The study refers to the idea of grey system theory and provides an improved way of deformation prediction in time series analysis with a small amount of data. By cumulating the original data, the trend item is made clear and the rule of data becomes obvious. The prediction results show that the way provided by this article gives a more accurate prediction in the short term. When the prediction results have a large deviation with actual deformation, it can be believed that the trend has changed and the monitored structure may be affected.
引用
收藏
页码:2147 / 2152
页数:6
相关论文
共 50 条
  • [1] Grey system theory-based models in time series prediction
    Kayacan, Erdal
    Ulutas, Baris
    Kaynak, Okyay
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (02) : 1784 - 1789
  • [2] Research The Deformation Prediction System of Foundation Pit Based on Grey Theory
    Wu, Qihong
    Wan, Shiming
    Yang, Youlian
    [J]. PROGRESS IN CIVIL ENGINEERING, PTS 1-4, 2012, 170-173 : 174 - 178
  • [3] Deformation Analysis and Prediction Based on Fuzzy Time Series
    Chen, Wei
    [J]. PROGRESS IN INDUSTRIAL AND CIVIL ENGINEERING II, PTS 1-4, 2013, 405-408 : 2448 - 2451
  • [4] Interval prediction of oscillating time series based on grey system modelling
    Xu, Gaofei
    Wang, Xiaohui
    Li, Zhigang
    Zhao, Yang
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2019, 33 (02) : 138 - 151
  • [5] Deformation Prediction of Soft Foundation in Airport Based on Grey Time Series Combined Model
    Zheng, Jianbo
    [J]. PROCEEDINGS OF THE 2018 3RD INTERNATIONAL WORKSHOP ON MATERIALS ENGINEERING AND COMPUTER SCIENCES (IWMECS 2018), 2018, 78 : 52 - 57
  • [6] Improved Grey Theory-Based Model in Time Series Adaptive Prediction
    Li, Xiao-Lei
    Ma, Jie-Zhong
    Guo, Yangming
    Sun, Jiang-Yan
    [J]. PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON QUALITY, RELIABILITY, RISK, MAINTENANCE, AND SAFETY ENGINEERING (QR2MSE), VOLS I-IV, 2013, : 1707 - 1711
  • [7] Introduction of time series data analysis using grey system theory
    Shimizu, N
    Ueno, O
    Komata, C
    [J]. 1998 SECOND INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED INTELLIGENT ELECTRONIC SYSTEMS, KES '98, PROCEEDINGS, VOL 2, 1998, : 67 - 72
  • [8] Research on Time Series Analysis Based Deformation Prediction Model
    Zhang Hao
    Shi Xi
    Lai Lifang
    [J]. ADVANCED BUILDING MATERIALS, PTS 1-4, 2011, 250-253 (1-4): : 2888 - +
  • [9] Short-term Electricity Price Forecasting Based on Grey System Theory and Time Series Analysis
    Wang, Ruiqing
    [J]. 2010 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2010,
  • [10] Multivariate Chaotic Time Series Prediction Based on Improved Grey Relational Analysis
    Han, Min
    Zhang, Ruiquan
    Qiu, Tie
    Xu, Meiling
    Ren, Weijie
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (10): : 2144 - 2154