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基于双种群算法的模拟移动床多目标操作优化 被引量:3

Multi-objective Optimization of Simulated Moving Bed Based on GA and PSO Algorithm
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摘要 以有限元法求解模拟移动床的稳态TMB模型和动态SMB模型,提出基于Pareto非劣解集的多目标双种群遗传粒子群算法;利用动态SMB模型仿真模拟移动床色谱吸附分离过程,以分离纯度和性能指标分别作为约束条件和目标函数进行多目标操作优化设计。仿真结果表明,SMB模型较之TMB模型更真实可靠,双种群遗传粒子群算法也较单一种群的遗传算法或粒子群算法具有更好的收敛性和鲁棒性,能有效地对模拟移动床操作条件进行优化,提高其分离性能和经济效益。 Both dynamic SMB model and steady TMB model were solved with finite elements method.Multi-objective genetic algorithm(GA) and particle swarm optimization(PSO) based on Pareto non-inferior solutions set were combined to optimize the operating condition.Double populations were chosen when one using GA and another using PSO and evolving independently but accompanied by individual migration.The results show that the SMB approach outperforms the TMB,and the GA and PSO algorithms have better convergence and robustness.The optimized operating conditions are effective to improve the separation performance.
出处 《化工自动化及仪表》 CAS 北大核心 2011年第4期427-431,共5页 Control and Instruments in Chemical Industry
基金 国家高技术研究发展计划863项目(2009AA04Z161)
关键词 模拟移动床 多目标优化 双种群 遗传算法 粒子群算法 simulated moving bed multi-objective optimization double populations GA PSO
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  • 1Broughton D B,Gerhold C G.Continuous Sorption Process Employing Fixed Bed of Sorbent and Moving Inlets and Outlets[P].US:2985589,1961-05-23.
  • 2Nicoud R M,Majors R E.Simulated Moving Bed Chromatography for Preparative Separations[J].LC-CC North America,2000,18 (7):680 ~ 687.
  • 3Mazzotti M,Stori G,Morbidelli M.Optimal Operation of Simulated Moving Bed Units for Nonlinear Chromatographic Separations[J].Journal of Chromatography A,1997,769(1):3 ~24.
  • 4Azevedo D C,Rodrigues A E.Design of a Simulated Moving Bed in the Presence of Mass-transfer Resistances[J].AIChE Journal,1999,45 (5):956 ~ 966.
  • 5Minceva M,Rodrigues A E.Two-level Optimization of an Existing SM B for P-xylene Separation[J].Computers and Chemical Engineering,2005,29(10):2215 ~2228.
  • 6Anjushri S K,Hidajat K,Ray A K.Optimal Operation of an Industrial-Scale Parex Process for the Recovery of p-Xylene from a Mixture of C8 Aromatics[J].Industrial and Engineering Chemistry Research(S0196-4305),2005,44(15):5703 ~5714.
  • 7吴献东,金晓明,苏宏业.基于NSGA-Ⅱ的模拟移动床色谱分离过程多目标操作优化[J].化工学报,2007,58(8):2038-2044. 被引量:19
  • 8Pais L S,Loureiro J M,Rodrigues A E.Separation of 1,1'-bi-2-naphthol Enantiomers by Continuous Chromatography in Simulated Moving Bed[J].Chemical Engineering Science,1997,52 (2:245 ~ 257.

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