Optimization of twisted blade of pump as turbine based on high dimensional surrogate model

doi:10.1177/00368504211059050

	Optimization of twisted blade of pump as turbine based on high dimensional surrogate model
	Jiang, Bingxiao 1; Yang, Junhu1,2 ; Wang, Xiaohui1,2 ; Shi, Fengxia1,2 ; Bai, Xiaobang 1,3
	2021-10
发表期刊	SCIENCE PROGRESS
ISSN	0036-8504
卷号	104 期号:4
摘要	In order to improve the operation efficiency of the twisted blade pump as turbine (PAT), a medium specific speed PAT was selected as the research object. The variables of the twisted blade plane blade profile were defined, the twisted blade was transformed into three plane blade profiles, and the blade profiles were parameterized by MATLAB 9.7 software. MATLAB 9.7, CFturbo 2020 and Fluent 19.2 were used to build the support vector machine-high dimensional model representation (SVM-HDMR) surrogate model function for efficiency optimization of PAT. Genetic algorithm was run on MATLAB 9.7 to optimize the surrogate model function, and the optimized blade profiles were fed back. The optimization results were verified by numerical simulation and experiment. The results show that the simulation efficiency of the PAT after optimization at the design operating point is 3.51% higher than the efficiency of the PAT before optimization, and the output power is increased by 5.3%. The test efficiency of the PAT after optimization at the design operating point is 3.4% higher than the efficiency of the PAT before optimization, and the output power is increased by 5.1%.
关键词	pump as turbine twisted blade blade profile support vector machine high dimensional model representation surrogate model genetic algorithm
DOI	10.1177/00368504211059050
收录类别	SCIE
语种	英语
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:000726736300001
出版者	SAGE PUBLICATIONS LTD
来源库	WOS
引用统计	被引频次：1[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/155008
专题	能源与动力工程学院
通讯作者	Yang, Junhu
作者单位	1.Lanzhou Univ Technol, Sch Energy & Power Engn, 287 Langongping Rd, Lanzhou, Gansu, Peoples R China; 2.Key Lab Fluid Machinery & Syst, Lanzhou, Peoples R China; 3.Chongqing Pump Ind Co Ltd, Natl Enterprise Technol Ctr, Chongqing, 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	Jiang, Bingxiao,Yang, Junhu,Wang, Xiaohui,et al. Optimization of twisted blade of pump as turbine based on high dimensional surrogate model[J]. SCIENCE PROGRESS,2021,104(4).
APA	Jiang, Bingxiao,Yang, Junhu,Wang, Xiaohui,Shi, Fengxia,&Bai, Xiaobang.(2021).Optimization of twisted blade of pump as turbine based on high dimensional surrogate model.SCIENCE PROGRESS,104(4).
MLA	Jiang, Bingxiao,et al."Optimization of twisted blade of pump as turbine based on high dimensional surrogate model".SCIENCE PROGRESS 104.4(2021).