Impeller meridional plane optimization of pump as turbine

doi:10.1177/0036850419876542

	Impeller meridional plane optimization of pump as turbine
	Miao Sen-chun 1,2; Shi Zhi-xiao 1; Wang Xiao-hui1,2 ; Shi Feng-xia1,2 ; Shi Guang-tai 3
	2019-09-16
发表期刊	SCIENCE PROGRESS
ISSN	0036-8504
卷号	103 期号:1
摘要	How to improve efficiency is still a very active research point for pump as turbine. This article comes up with a method for optimal design of pump as turbine impeller meridional plane. It included the parameterized control impeller meridional plane, the computational fluid dynamics technique, the optimized Latin hypercube sampling experimental design, the back propagation neural network optimized by genetic algorithm and genetic algorithm. Concretely, the impeller meridional plane was parameterized by the Pro/E software, the optimized Latin hypercube sampling was used to obtain the test sample points for back propagation neural network optimized by genetic algorithm, and the model corresponding to each sample point was calculated to obtain the performance values by the computational fluid dynamics techniques. Then, back propagation neural network learning and training are carried out by combining sample points and corresponding model performance values. Last but not least, back propagation neural network optimized by genetic algorithm and genetic algorithm were combined to deal with the optimization problem of impeller meridional plane. According to the aforementioned optimization design method, impeller meridional plane of the pump as turbine was optimized. The result manifests that the optimized pump as turbine energy-conversion efficiency was improved by 2.28% at the optimum operating condition, at the same time meet the pressure head constraint, namely the head difference between initial and optimized model is under the set numeric value. This demonstrates that the optimization method proposed in this article to optimize the impeller meridional plane is practicable.
DOI	10.1177/0036850419876542
收录类别	SCI ; SCIE
语种	英语
资助项目	Open Research Subject[szjj2017-091]
WOS研究方向	Education & Educational Research ; Science & Technology - Other Topics
WOS类目	Education, Scientific Disciplines ; Multidisciplinary Sciences
WOS记录号	WOS:000488823500001
出版者	SAGE PUBLICATIONS LTD
引用统计	被引频次：8[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/31566
专题	能源与动力工程学院
通讯作者	Miao Sen-chun
作者单位	1.Lanzhou Univ Technol, Sch Energy & Power Engn, Lanzhou, Gansu, Peoples R China; 2.Key Lab Fluid Machinery & Syst, Lanzhou, Gansu, Peoples R China; 3.Xihua Univ, Sch Energy & Power Engn, Chengdu, Sichuan, Peoples R China
第一作者单位	能源与动力工程学院
通讯作者单位	能源与动力工程学院
第一作者的第一单位	能源与动力工程学院
推荐引用方式 GB/T 7714	Miao Sen-chun,Shi Zhi-xiao,Wang Xiao-hui,et al. Impeller meridional plane optimization of pump as turbine[J]. SCIENCE PROGRESS,2019,103(1).
APA	Miao Sen-chun,Shi Zhi-xiao,Wang Xiao-hui,Shi Feng-xia,&Shi Guang-tai.(2019).Impeller meridional plane optimization of pump as turbine.SCIENCE PROGRESS,103(1).
MLA	Miao Sen-chun,et al."Impeller meridional plane optimization of pump as turbine".SCIENCE PROGRESS 103.1(2019).

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