Visual analytics in the case of multicriteria optimization

被引:0
|
作者
Galkin T.P. [1 ]
Nelubin A.P. [2 ]
Galaev A.A. [1 ]
Popov D.D. [1 ]
Pilyugin V.V. [1 ]
Misyurin S.Yu. [1 ,2 ]
机构
[1] NRNU «MEPhI», Moscow
[2] IMASH RAN, Moscow
来源
| 2018年 / National Research Nuclear University卷 / 10期
关键词
Data analysis; Multicriteria optimization; Multidimensional data; Visualization method;
D O I
10.26583/sv.10.2.03
中图分类号
学科分类号
摘要
The paper considers the issue of multidimensional data analysis in the field of decision making. The authors made the formal problem statement in the general case and gave the example of the analysis for an optimization of a two-mass dynamic model. The visualization method was applied as the data analysis method. The method was shortly described. In addition, a detailed description of a visualization pipeline which was used for problem solving was given in the article. The authors formulated three types of judgments that can be made by an analyst and created the algorithm for the problem solving, which is based on the visualization method. The software tool called “Visual Analytics Tool” was developed. This article contains the description of this program. It is based on the visualization pipeline and allows to analyze multidimensional data using the algorithm. The results of data analysis, which was conducted with the tool, is given. They contain the description of: the sensitivity of the optimization task's solution, the clustering process of the alternatives, which are close to an ideal, and the correlation between functional limits and objective functions values. © 2018 National Research Nuclear University. All rights reserved.
引用
收藏
页码:29 / 47
页数:18
相关论文
共 50 条
  • [1] A visual analytics framework for conservation planning optimization
    Zhang, Rui
    Lu, Yafeng
    Adams, Katherine
    Sefair, Jorge A.
    Mellin, Haley
    Acevedo, Miguel A.
    Maciejewski, Ross
    ENVIRONMENTAL MODELLING & SOFTWARE, 2021, 145
  • [2] A multicriteria optimization framework for the definition of the spatial granularity of urban social media analytics
    de Andrade, Sidgley Camargo
    Restrepo-Estrada, Camilo
    Nunes, Luiz Henrique
    Morales Rodriguez, Carlos Augusto
    Estrella, Julio Cezar
    Botazzo Delbem, Alexandre Claudio
    de Albuquerque, Joao Porto
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2021, 35 (01) : 43 - 62
  • [3] TradAO: A Visual Analytics System for Trading Algorithm Optimization
    Tsang, Ka Wing
    Li, Haotian
    Lam, Fuk Ming
    Mu, Yifan
    Wang, Yong
    Qu, Huamin
    2020 IEEE VISUALIZATION CONFERENCE - SHORT PAPERS (VIS 2020), 2020, : 61 - 65
  • [4] A Visual Analytics System for Water Distribution System Optimization
    Li, Yiran
    Musabandesu, Erin
    Fujiwara, Takanori
    Loge, Frank J.
    Ma, Kwan-Liu
    2021 IEEE VISUALIZATION CONFERENCE - SHORT PAPERS (VIS 2021), 2021, : 126 - 130
  • [5] Visual requirements analytics: a framework and case study
    Sandeep Reddivari
    Shirin Rad
    Tanmay Bhowmik
    Nisreen Cain
    Nan Niu
    Requirements Engineering, 2014, 19 : 257 - 279
  • [6] The Case for Visual Analytics of Arsenic Concentrations in Foods
    Johnson, Matilda O.
    Cohly, Hari H. P.
    Isokpehi, Raphael D.
    Awofolu, Omotayo R.
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2010, 7 (05): : 1970 - 1983
  • [7] Visual requirements analytics: a framework and case study
    Reddivari, Sandeep
    Rad, Shirin
    Bhowmik, Tanmay
    Cain, Nisreen
    Niu, Nan
    REQUIREMENTS ENGINEERING, 2014, 19 (03) : 257 - 279
  • [8] Application of Mathematical Optimization in Data Visualization and Visual Analytics: A Survey
    Sun, Guodao
    Zhu, Zihao
    Zhang, Gefei
    Xu, Chaoqing
    Wang, Yunchao
    Zhu, Sujia
    Chang, Baofeng
    Liang, Ronghua
    IEEE TRANSACTIONS ON BIG DATA, 2023, 9 (04) : 1018 - 1037
  • [9] Task-based visual analytics for interactive multiobjective optimization
    Hakanen, Jussi
    Miettinen, Kaisa
    Matkovic, Kresimir
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2021, 72 (09) : 2073 - 2090
  • [10] Application of Visual Analytics to Ocean Science: Case Studies
    Matsuoka, Daisuke
    Araki, Fumiaki
    Yamashita, Yumi
    2014 IEEE PACIFIC VISUALIZATION SYMPOSIUM (PACIFICVIS), 2014, : 340 - 341