Grey GM(1,1,βk) Model and its Application in R&D Personnel

被引:0
|
作者
Li, Li [1 ]
Wang, Renxiang [1 ]
Li, Xican [2 ]
机构
[1] Wuhan Univ Technol, Sch Econ, Wuhan 430070, Peoples R China
[2] Shandong Agr Univ, Sch Informat Sci & Engn, Tai An 271018, Shandong, Peoples R China
来源
JOURNAL OF GREY SYSTEM | 2017年 / 29卷 / 01期
基金
中国国家自然科学基金;
关键词
GM(1,1) Model; GM(1,1,beta(k)) Model; Background Value Coefficient Sequence; Iterative Algorithm; R&D Personnel;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In order to extend the GM(1,1,beta) model, the background value coefficient sequence and the grey differential equation GM(1,1,beta(k)) are defined in this paper. The solution's explicit expression and prediction equation of the grey differential equation GM(1,1,beta(k)) are presented and the iterative algorithms for computing the background value coefficient sequence of the quasi smooth sequence are put forward. Next the GM(1,1,beta(k)) model is applied to forecast China R&D personnel, and compared by several examples. The results show that the grey differential equation GM(1,1,beta(k)) is an identity equation about the background value coefficient in the condition of least residual square sum, the optimization of background value coefficient sequence is related to the relative error of the simulation value, and the optimum solution of the grey differential equation GM(1,1,beta(k)) is equal to that of its whitening differential equation. The examples show that the GM(1,1,beta(k)) model proposed in this paper can not only get better prediction accuracy of the existing method, but also can get higher simulation accuracy.
引用
收藏
页码:120 / 134
页数:15
相关论文
共 50 条
  • [41] GM (1,1) model and its application based on transformation function sinx
    Li, Cuifeng
    Dai, Wenzhan
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 4682 - +
  • [42] The Improved GM(1,1) Model and Its Application in Predicting the Oilfield Production
    Tang, Xuping
    Bai, Su
    Xiang, Yiwen
    Zhang, Ping
    Gao, Li
    Zhang, Jicheng
    PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON INFORMATION AND MANAGEMENT SCIENCES, 2009, 8 : 589 - 590
  • [43] The Random Weakening Buffer Sequence and its Application in GM (1,1) Model
    Liu, Jiwei
    Min, Suqin
    Jin, Mengdi
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 179 - 184
  • [44] Optimized GM(1,1) grey model based on Romberg algorithm
    Bao, Li
    Yong, Wei
    JOURNAL OF GREY SYSTEM, 2008, 20 (02): : 125 - 134
  • [45] Equal Dimension New Information GM(1,1) Model and Its Application
    Bin, Zeng
    2012 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING (ICAISC 2012), 2012, 12 : 535 - 538
  • [46] GM(1,1) model based on improved Euler formula and its application
    Chen, Yonggang
    Dai, Wenzhan
    2007 IEEE INTERNATIONAL CONFERENCE ON INTEGRATION TECHNOLOGY, PROCEEDINGS, 2007, : 223 - +
  • [47] Improved Combination GM (1,1) Model and Its Application in Distortion Inspction
    Deng, Yonghe
    ARCHITECTURE AND BUILDING MATERIALS, PTS 1 AND 2, 2011, 99-100 : 229 - 232
  • [48] GM(1,1) model - Ameliorated based on genetic algorithm and its application
    Li, Junfeng
    Dai, Wenzhan
    Pan, Haipeng
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 4, PROCEEDINGS, 2007, : 23 - +
  • [49] Generalized GM (1,1) model and its application in forecasting of fuel production
    Zhou, Wei
    He, Jian-Min
    APPLIED MATHEMATICAL MODELLING, 2013, 37 (09) : 6234 - 6243
  • [50] GM(1,1) Cosine Self-Memory model and its application
    Zhou, Weijie
    Dang, Yaoguo
    JOURNAL OF GREY SYSTEM, 2015, 27 (03): : 213 - 222