Grey number prediction using the grey modification model with progression technique

被引:41
|
作者
Shih, Chi-Sheng [1 ]
Hsu, Yen-Tseng [1 ]
Yeh, Jerome [1 ]
Lee, Pin-Chan [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan
关键词
Background value; Grey model; Grey number; Initial value; Progression technique; DYNAMIC-MODEL; SYSTEM;
D O I
10.1016/j.apm.2010.09.008
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Although the grey model has been employed in various fields and demonstrated promising results, most applications focus on precise number predictions. However, owing to the increasing complexity of real-world problems, the grey number predictions will be more flexible and practical for grey model to describe the uncertain future tendency. For the purpose of establishing a grey model with grey number, this paper proposes a progression technique, which adopts different length series divided from the simulation data to produce a grey number prediction. Besides, this paper also modifies the algorithm of grey model, including altering the calculation of background value with an integration term and replacing the initial value of grey differential equation to the latest point, to enhance its accuracy. Two illustrative examples of numerical series and stock market are adopted for demonstrations. Results show that the proposed model can both catch the future tendency and reduce the loss of erroneous judgments. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:1314 / 1321
页数:8
相关论文
共 50 条
  • [41] General grey number decision-making model and its application based on intuitionistic grey number set
    Jiang, Shi Quan
    Liu, SiFeng
    Liu, ZhongXia
    [J]. GREY SYSTEMS-THEORY AND APPLICATION, 2021, 11 (04) : 556 - 570
  • [42] An improved grey quality function deployment approach using the grey TRIZ technique
    Liu, Hao-Tien
    Cheng, Hung-Sheng
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2016, 92 : 57 - 71
  • [43] Traffic Indexes Prediction Based on Grey Prediction Model
    Hui, Peng
    Qu, Wenqi
    Tang, Junjian
    Chen, Jin
    [J]. 2013 SIXTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 1, 2013, : 244 - 247
  • [44] Grey degree and grey prediction of groundwater head
    Yeh, YL
    Chen, TC
    [J]. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2004, 18 (05) : 351 - 363
  • [45] Grey degree and grey prediction of groundwater head
    Y.-L. Yeh
    T.-C. Chen
    [J]. Stochastic Environmental Research and Risk Assessment, 2004, 18 : 351 - 363
  • [46] Grey Prediction Model of Interval Grey Numbers Based on a Novel Compound Function Transformation
    Ye, Jing
    Dang, Yaoguo
    Wang, Junjie
    Yang, Yingjie
    [J]. JOURNAL OF GREY SYSTEM, 2017, 29 (04): : 155 - 176
  • [47] Traffic Accidents Prediction Using Improved Grey-Markov Model
    Chen, Kuanmin
    Xie, Laifa
    Xiang, Wensen
    [J]. APPLIED MATERIALS AND ELECTRONICS ENGINEERING, PTS 1-2, 2012, 378-379 : 222 - +
  • [48] The prediction of first typhoon using hybrid grey-based model
    Guo-Dong Li
    Yamaguchi, Daisuke
    Nagai, Masatake
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 752 - +
  • [49] Prediction of Web service response time using Grey System Model
    Uma, S.
    Geetha, D. Evangelin
    Kumar, T. V. Suresh
    [J]. PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON APPLIED AND THEORETICAL COMPUTING AND COMMUNICATION TECHNOLOGY (ICATCCT), 2016, : 139 - 143
  • [50] Grey model for asphalt pavement performance prediction
    Shen, DH
    Du, JC
    [J]. ITSC 2004: 7TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, PROCEEDINGS, 2004, : 668 - 672