Optimal Control for Chemical Reactors with Distributed Parameters Using Genetic Algorithms

被引:2
|
作者
Woinaroschy, Alexandru [1 ]
机构
[1] Univ Politehn Bucuresti, Dept Chem & Biochem Engn, 1-7 Polizu Str, Bucharest 011061, Romania
关键词
Chemical reactors; Genetic algorithms; Optimal control; TIME-OPTIMAL CONTROL; STARTUP DISTILLATION; DYNAMIC OPTIMIZATION; BATCH PROCESSES;
D O I
10.1002/ceat.201800109
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Genetic algorithms (GA) have been very seldom applied in the optimization of chemical reactors with distributed parameters, described by models containing differential equations. GA are applied here in the frame of four case studies. In all four cases, the GA are superior in comparison to other methods, such as maximum principle (up to 20.72 %), simulated annealing (up to 0.11 %), and particle swarm optimization (up to 36.74 %). Possibly, the solutions obtained by GA can be improved by a better selection of the values of the method parameters, but this was not the aim of the present work. The use of optimal control can produce an important economic improvement, especially by increasing the selectivity, which significantly enhances the use of raw materials.
引用
收藏
页码:2393 / 2400
页数:8
相关论文
共 50 条
  • [21] OPTIMAL CONTROL OF SYSTEMS WITH DISTRIBUTED PARAMETERS
    DEGTYARE.GL
    SIRAZETD.TK
    ENGINEERING CYBERNETICS, 1967, (01): : 153 - +
  • [22] THE OPTIMAL CONTROL OF SYSTEMS WITH DISTRIBUTED PARAMETERS
    BUTKOVSKII, AG
    LERNER, AJ
    DOKLADY AKADEMII NAUK SSSR, 1960, 134 (04): : 778 - 781
  • [23] OPTIMAL CONTROL OF SYSTEMS WITH DISTRIBUTED PARAMETERS
    VAYSBORD, EM
    ENGINEERING CYBERNETICS, 1966, (05): : 163 - &
  • [24] PARALLEL GENETIC ALGORITHMS FOR OPTIMAL CONTROL
    McGrath, Christopher B.
    Proulx, Ronald J.
    Karpenko, Mark
    SPACEFLIGHT MECHANICS 2016, PTS I-IV, 2016, 158 : 339 - 358
  • [25] OPTIMIZATION OF CONTROL PARAMETERS FOR GENETIC ALGORITHMS
    GREFENSTETTE, JJ
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1986, 16 (01): : 122 - 128
  • [26] OPTIMIZATION USING DISTRIBUTED GENETIC ALGORITHMS
    STARKWEATHER, T
    WHITLEY, D
    MATHIAS, K
    LECTURE NOTES IN COMPUTER SCIENCE, 1991, 496 : 176 - 185
  • [27] OPTIMAL-CONTROL OF DISTRIBUTED NUCLEAR-REACTORS USING FUNCTIONAL-ANALYSIS
    NIEVA, R
    CHRISTENSEN, GS
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1981, 34 (03) : 445 - 458
  • [28] Optimal parameters of protection devices for controlling hydraulic transient using genetic algorithms
    Alhwij, Mohammed Salah
    Nakhleh, Wissam
    AQUA-WATER INFRASTRUCTURE ECOSYSTEMS AND SOCIETY, 2024, 73 (03) : 623 - 636
  • [29] Optimal inventory control of lumpy demand items using genetic algorithms
    Mak, KL
    Wong, YS
    Huang, GQ
    COMPUTERS & INDUSTRIAL ENGINEERING, 1999, 37 (1-2) : 273 - 276
  • [30] Optimal inventory control of lumpy demand items using genetic algorithms
    Mak, K.L.
    Wong, Y.S.
    Huang, G.Q.
    Computers and Industrial Engineering, 1999, 37 (01): : 273 - 276