A novel grey fixed weight cluster model based on interval grey numbers

被引:21
|
作者
Ye, Jing [1 ]
Dang, Yaoguo [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Grey clustering evaluation; Interval grey number; Integral mean value function; Triangular whitenization weight function; ROUGH SETS; OPTIMIZATION; CHINA;
D O I
10.1108/GS-10-2016-0040
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Purpose - Nowadays, evaluation objects are becoming more and more complicated. The interval grey numbers can be used to more accurately express the evaluation objects. However, the information distribution of interval grey numbers is not balanced. The purpose of this paper is to introduce the central-point triangular whitenization weight function to solve the clustering process of this kind of numbers. Design/methodology/approach - A new expression of the central-point triangular whitenization weight function is presented in this paper, in terms of the grey cluster problem based on interval grey numbers. By establishing the integral mean value function on the set of interval grey numbers, the application range of grey clustering model is extended to the interval grey number category, and, in this way, the grey fixed weight cluster model based on interval grey numbers is obtained. Findings - The model is verified by a case which reveals a high distinguishability, validity and practicability. Practical implications - This model can be used in many fields, such as agriculture, economy, geology and medical science, and provides a feasible method for evaluation schemes in performance evaluation, scheme selection, risk evaluation and so on. Originality/value - The central-point triangular whitenization weight function is introduced. The method reflects the thought "make full use of the information" in grey system theory and further enriches the system of grey clustering theory as well as expands the application scope of the grey clustering method.
引用
收藏
页码:156 / 167
页数:12
相关论文
共 50 条
  • [31] Ranking grey numbers based on dominance grey degrees
    Liu, Yong
    Forrest, Jeffrey
    Xie, Naiming
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2014, 25 (04) : 618 - 626
  • [32] Ranking grey numbers based on dominance grey degrees
    Yong Liu
    Jeffrey Forrest
    Naiming Xie
    [J]. Journal of Systems Engineering and Electronics, 2014, 25 (04) : 618 - 626
  • [33] A study of weight function in grey cluster
    Yuanliang, Huang
    [J]. JOURNAL OF GREY SYSTEM, 2007, 19 (02): : 137 - 144
  • [34] The grey decision model and its application based on generalized greyness of interval grey number
    Li, Li
    Li, Xican
    [J]. GREY SYSTEMS-THEORY AND APPLICATION, 2024, 14 (04) : 641 - 670
  • [35] Development of a direct NGM(1,1) prediction model based on interval grey numbers
    Li, Ye
    Ding, Yuanping
    Jing, Yaqian
    Guo, Sandang
    [J]. GREY SYSTEMS-THEORY AND APPLICATION, 2022, 12 (01) : 60 - 77
  • [36] The improved algorithm of Project Cycle's GERT model based on Standard Interval Grey Numbers
    yun-long, Zhao
    zhi-geng, Fang
    [J]. PROCEEDINGS OF 2007 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES, VOLS 1 AND 2, 2007, : 48 - 51
  • [37] Wind farm location selection with interval grey numbers based I-GRA and grey EDAS methods
    Supciller, Aliye Ayca
    Bayramoglu, Sena
    [J]. JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2020, 35 (04): : 1847 - 1860
  • [38] A condition assessment method of transformers based on optimal weight and dynamic grey target with interval grey number
    Yang, Huanhong
    Ding, Yutao
    Zhou, Jingsong
    Yu, Jingfeng
    Zhu, Binquan
    Wang, Jie
    [J]. Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2019, 47 (07): : 66 - 74
  • [39] An Evaluation Model of Enterprise Informatization Level Based on Grey Whitenization Weight Cluster Analysis
    Yang De-ling
    Chen Wan-ming
    [J]. MANUFACTURING PROCESS TECHNOLOGY, PTS 1-5, 2011, 189-193 : 823 - 829
  • [40] Novel methods on comparing grey numbers
    Xie, Nai-ming
    Liu, Si-feng
    [J]. APPLIED MATHEMATICAL MODELLING, 2010, 34 (02) : 415 - 423