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并行多家族遗传算法解多目标优化问题 被引量:6
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作者 卢海 鄢烈祥 +2 位作者 史彬 林子雄 李骁淳 《化工学报》 EI CAS CSCD 北大核心 2012年第12期3985-3990,共6页
提出了一种并行多家族遗传算法,采用主从节点分布式的计算策略,并应用分解协调的思想,对Pareto前沿进行分段,将计算任务分配到局域网上的多台计算机上完成,以减少计算时间。将所提出的方法用于两个化工实际问题的求解,得到的Pareto前沿... 提出了一种并行多家族遗传算法,采用主从节点分布式的计算策略,并应用分解协调的思想,对Pareto前沿进行分段,将计算任务分配到局域网上的多台计算机上完成,以减少计算时间。将所提出的方法用于两个化工实际问题的求解,得到的Pareto前沿的分布均匀性和全面性均优于单个遗传算法算得的结果。解决了遗传算法与流程模拟器结合解化工过程多目标优化问题时计算耗时太长的难题。 展开更多
关键词 并行计算 多目标遗传算法 流程模拟器 优化
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Process simulation and optimization of flow field in wet electrostatic precipitator 被引量:7
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作者 YE Xing-lian WANG Shuai +3 位作者 ZHANG Hao AN Xi-zhong GUO Bao-yu LI Li-feng 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第1期132-143,共12页
To improve the dust removal performance of the wet electrostatic precipitator(WESP), a flow field optimization scheme was proposed via CFD simulation in different scales. The simplified models of perforated and collec... To improve the dust removal performance of the wet electrostatic precipitator(WESP), a flow field optimization scheme was proposed via CFD simulation in different scales. The simplified models of perforated and collection plates were determined firstly. Then the model parameters for the resistance of perforated and collection plates, obtained by small-scale flow simulation, were validated by medium-scale experiments. Through the comparison of the resistance and velocity distribution between simulation results and experimental data, the simplified model is proved to present the resistance characteristics of perforated and collection plates accurately. Numerical results show that after optimization, both the flow rate and the pressure drop in the upper room of electric field regions are basically equivalent to those of the lower room, and the velocity distribution in flue inlet of WESP becomes more uniform. Through the application in practice, the effectiveness and reliability of the optimization scheme are proved, which can provide valuable reference for further optimization of WESP. 展开更多
关键词 process simulation OPTIMIZATION flow field wet electrostatic precipitator perforated plate collection plate
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