Multidimensional data analysis and visualization for time-dependent CFD problems

被引:8
|
作者
Bondarev, A. E. [1 ]
Galaktionov, V. A. [1 ]
机构
[1] Russian Acad Sci, Keldysh Inst Appl Math, Moscow 125047, Russia
基金
俄罗斯基础研究基金会;
关键词
10;
D O I
10.1134/S0361768815050023
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper is devoted to analysis and visualization of multidimensional data in problems of computational fluid dynamics (CFD). Multidimensional data are considered as the result of parametrical search and optimizing analysis. For such types of multidimensional data, analysis is aimed to find some hidden dependencies of specific parameters. This is the main difference of the proposed approach from the general approach of data analysis, which is usually applied to solve problems of classification and clusterization. A rough approximate approach is proposed for data processing. This approach includes data visualization in the space of principal components and data approximation by geometrical primitives (in particular, planes). An example of practical application of the proposed approach is given. The possibility of elastic maps application to multidimensional data in question is discussed.
引用
收藏
页码:247 / 252
页数:6
相关论文
共 50 条
  • [41] Solving time-dependent planning problems
    1600, Morgan Kaufmann Publ Inc, San Mateo, CA, USA (02):
  • [42] TIME-DEPENDENT TRANSPORT PROBLEMS BY BEM
    SKERGET, P
    KUHN, G
    ALUJEVIC, A
    BREBBIA, CA
    ADVANCES IN WATER RESOURCES, 1989, 12 (01) : 9 - 20
  • [43] ADAPTIVE TECHNIQUES FOR TIME-DEPENDENT PROBLEMS
    EWING, RE
    LAZAROV, RD
    VASSILEV, AT
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 1992, 101 (1-3) : 113 - 126
  • [44] SM Stability for Time-Dependent Problems
    Vabishchevich, Petr N.
    NUMERICAL METHODS AND APPLICATIONS, 2011, 6046 : 29 - 40
  • [45] Time-dependent routing problems: A review
    Gendreau, Michel
    Ghiani, Gianpaolo
    Guerriero, Emanuela
    COMPUTERS & OPERATIONS RESEARCH, 2015, 64 : 189 - 197
  • [46] Conjugate problems in time-dependent scheduling
    Stanisław Gawiejnowicz
    Wiesław Kurc
    Lidia Pankowska
    Journal of Scheduling, 2009, 12 : 543 - 553
  • [47] On multidimensional inverse scattering in time-dependent electric fields
    Adachi, Tadayoshi
    Fujiwara, Yuko
    Ishida, Atsuhide
    INVERSE PROBLEMS, 2013, 29 (08)
  • [48] Quantitative Evaluation of Time-Dependent Multidimensional Projection Techniques
    Vernier, E. F.
    Garcia, R.
    da Silva, I. P.
    Comba, J. L. D.
    Telea, A. C.
    COMPUTER GRAPHICS FORUM, 2020, 39 (03) : 241 - 252
  • [49] SEMIPARAMETRIC REGRESSION WITH TIME-DEPENDENT COEFFICIENTS FOR FAILURE TIME DATA ANALYSIS
    Yu, Zhangsheng
    Lin, Xihong
    STATISTICA SINICA, 2010, 20 (02) : 853 - 869
  • [50] Visualization and interactive analysis of multidimensional image data
    Cetin, H
    VISUAL DATA EXPLORATION AND ANALYSIS III, 1996, 2656 : 181 - 188