Metamodeling approach to optimization of steady-state flowsheet simulations - Model generation

被引:55
|
作者
Palmer, K [1 ]
Realff, M
机构
[1] Univ So Calif, Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
[2] Georgia Inst Technol, Sch Chem Engn, Atlanta, GA 30332 USA
来源
关键词
process modeling; minimum bias Latin hypercube design; kriging; polynomial models; model approximation error;
D O I
10.1205/026387602320776830
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Steady-state flowsheet simulations can be too complex to be amenable to direct optimization. An indirect route involves data collection from the simulation and fitting of less complex surrogates: metamodels, which are more readily optimized. The use of metamodels allows the optimization to proceed while requiring only a small number of solutions to be obtained from the simulation. This paper describes a general methodology for optimization of process simulations via metamodeling. Implementation issues surrounding the data collection and model generation phases of the methodology are identified. Examples of effective techniques are given.
引用
收藏
页码:760 / 772
页数:13
相关论文
共 50 条
  • [31] Approach to steady-state current in ratchets
    Emory Univ, Atlanta, United States
    [J]. Physica A: Statistical Mechanics and its Applications, 1996, 232 (1-2): : 119 - 133
  • [32] Approach to steady-state current in ratchets
    Arizmendi, CM
    Family, F
    [J]. PHYSICA A, 1996, 232 (1-2): : 119 - 133
  • [33] AN INTUITIVE APPROACH TO STEADY-STATE KINETICS
    RAINES, RT
    HANSEN, DE
    [J]. JOURNAL OF CHEMICAL EDUCATION, 1988, 65 (09) : 757 - 759
  • [34] CIRCUIT ANALYSIS - OPTIMIZING MINERAL PROCESSING FLOWSHEET LAYOUTS AND STEADY-STATE CONTROL SPECIFICATIONS
    YINGLING, JC
    [J]. INTERNATIONAL JOURNAL OF MINERAL PROCESSING, 1990, 29 (3-4) : 149 - 174
  • [35] INTEGRATING STEADY-STATE AND DYNAMIC MODELS FOR MULTI-SCALE FLOWSHEET OPTIMIZATION: A STEAM-METHANE REFORMING CASE STUDY
    Tsay, Calvin
    Kumar, Ankur
    Edgar, Thomas F.
    Baldea, Michael
    [J]. PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON FOUNDATIONS OF COMPUTER-AIDED PROCESS DESIGN, 2019, 47 : 403 - 408
  • [36] Steady-state entanglement generation for nondegenerate qubits
    Oliveira, Murilo H.
    Higgins, Gerard
    Zhang, Chi
    Predojevic, Ana
    Hennrich, Markus
    Bachelard, Romain
    Villas-Boas, Celso J.
    [J]. PHYSICAL REVIEW A, 2023, 107 (02)
  • [37] A NEXT GENERATION STEADY-STATE NEUTRON SOURCE
    MOON, RM
    WEST, CD
    [J]. PHYSICA B & C, 1986, 137 (1-3): : 347 - 358
  • [38] GENERATION OF STEADY-STATE OSCILLATIONS OF GEOMAGNETIC FIELD
    GOKHBERG, MB
    POKHOTEL.OA
    KOCHARYA.EB
    [J]. DOKLADY AKADEMII NAUK SSSR, 1971, 198 (03): : 568 - &
  • [39] Calculation of friction in steady-state and transient EHL simulations
    Goodyer, CE
    Fairlie, R
    Hart, DE
    Berzins, M
    Scales, LE
    [J]. TRANSIENT PROCESSES IN TRIBOLOGY, 2004, 43 : 579 - 590
  • [40] Multiple-comparison procedures for steady-state simulations
    Nakayama, MK
    [J]. ANNALS OF STATISTICS, 1997, 25 (06): : 2433 - 2450