Time series Modeling of two- and three-phase flow boiling systems with genetic programming

被引:0
|
作者
Liu, Ming-yan [1 ]
Yang, Yang
机构
[1] Tianjin Univ, Sch Chem Engn & Technol, Tianjin 300072, Peoples R China
[2] Tianjin Univ, State Key Lab Chem Engn, Tianjin 300072, Peoples R China
关键词
flow boiling systems; fluidized beds; genetic programming; modeling;
D O I
10.1002/ceat.200700161
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The time series of the physical parameters in boiling evaporators with vapor-liquid (V-L) two-phase and vapor-liquid-solid (V-L-S) three-phase external natural circulating flows exhibit nonlinear features. Hence, proper system evolution models may be built from the point of view of nonlinear dynamics. In this work, genetic programming (GP) was utilized to find the nonlinear modeling functions necessary to develop global explicit two-variable iteration models, using wall temperature signals measured from the heated tube in ordinary two-phase and three-phase fluidized bed evaporators. The model predictions agree well with the experimental data of the time series, which means that the models established with GP can adequately describe the dynamic evolution behavior of multi-phase flow boiling systems.
引用
收藏
页码:1537 / 1545
页数:9
相关论文
共 50 条
  • [1] LONGITUDINAL DISPERSION OF GAS IN TWO- AND THREE-PHASE FLOW
    Magiera, Janusz
    [J]. CHEMICAL ENGINEERING COMMUNICATIONS, 1984, 30 (1-2) : 119 - 130
  • [2] Liquid flow and phase holdup - measurement and CFD modeling for two- and three-phase bubble columns
    Michele, V
    Hempel, DC
    [J]. CHEMICAL ENGINEERING SCIENCE, 2002, 57 (11) : 1899 - 1908
  • [3] CHROMIUM EXTRACTION BY MICROEMULSIONS IN TWO- AND THREE-PHASE SYSTEMS
    Melo, K. R. O.
    Castro Dantas, T. N.
    Moura, M. C. P. A.
    Dantas Neto, A. A.
    Oliveira, M. R.
    Barros Neto, E. L.
    [J]. BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING, 2015, 32 (04) : 949 - 956
  • [4] A continuum mechanical framework for modeling tumor growth and treatment in two- and three-phase systems
    Cass T. Miller
    William G. Gray
    Bernhard A. Schrefler
    [J]. Archive of Applied Mechanics, 2022, 92 : 461 - 489
  • [5] A method for modeling two- and three-phase reactive distillation columns
    Khaledi, Rahman
    Bishnoi, P. R.
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2006, 45 (17) : 6007 - 6020
  • [6] A continuum mechanical framework for modeling tumor growth and treatment in two- and three-phase systems
    Miller, Cass T.
    Gray, William G.
    Schrefler, Bernhard A.
    [J]. ARCHIVE OF APPLIED MECHANICS, 2022, 92 (02) : 461 - 489
  • [8] Well-posedness of incompressible models of two- and three-phase flow
    Louaked, M
    Hanich, L
    Thompson, CP
    [J]. IMA JOURNAL OF APPLIED MATHEMATICS, 2003, 68 (06) : 595 - 620
  • [9] Comparison of two- and three-phase PWM techniques
    Halász, S
    Zakharov, A
    [J]. APPLIED ELECTROMAGNETICS AND COMPUTATIONAL TECHNOLOGY II, PROCEEDINGS, 2000, 16 : 245 - 253
  • [10] Rheological study of two- and three-phase highly viscous fluid flow in pipelines
    Brito, Adriana
    Guzman, Nolides
    Rojas-Solorzano, Luis
    Zambrano, Tibisay
    [J]. JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2018, 170 : 772 - 784