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Multi-Objective Optimization of the Hydrodynamic Performance of the Second Stage of a Multi-Phase Pump

机译:多相泵第二级水动力性能的多目标优化

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摘要

Most multi-phase pumps used in crude oil production have been developed to satisfy certain pressure specifications. In the design of these pumps, the flow characteristics of the posterior stage are different from those of the prior stage. For this reason, the design of the second stage needs to be supplemented. To optimize performance in this stage, multi-objective optimization to simultaneously increase pressure and efficiency is reported in this article. Flow analyses of the single and multiple phases of the multi-phase pump were conducted by solving three-dimensional steady Reynolds-averaged Navier–Stokes equations. For the numerical optimization, two design variables related to the blade inlet angle were selected. The impeller and the diffuser blades were optimized using a systematic optimization technique combined with a central composite method and a hybrid multi-objective evolutionary algorithm coupled with a surrogate model. The selected optimal model yielded better hydrodynamic performance than the base model, and reasons for this are investigated through internal flow field analysis.
机译:大多数用于原油生产的多相泵都已开发为满足某些压力规格。在这些泵的设计中,后级的流动特性与前级的不同。因此,第二阶段的设计需要补充。为了在此阶段优化性能,本文报告了同时增加压力和效率的多目标优化。通过求解三维稳态雷诺平均Navier–Stokes方程对多相泵的单相和多相进行流量分析。为了进行数值优化,选择了两个与叶片进口角有关的设计变量。叶轮和扩压器叶片是使用系统优化技术与中央复合方法以及混合多目标进化算法和替代模型相结合进行优化的。选择的最佳模型比基本模型具有更好的流体动力学性能,并通过内部流场分析研究了其原因。

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