Optimization of twisted blade of pump as turbine based on high dimensional surrogate model | |
Jiang, Bingxiao1; Yang, Junhu1,2; Wang, Xiaohui1,2; Shi, Fengxia1,2; Bai, Xiaobang1,3 | |
刊名 | SCIENCE PROGRESS |
2021-10-01 | |
卷号 | 104期号:4 |
关键词 | pump as turbine twisted blade blade profile support vector machine high dimensional model representation surrogate model genetic algorithm |
ISSN号 | 0036-8504 |
DOI | 10.1177/00368504211059050 |
英文摘要 | 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%. |
WOS研究方向 | Education & Educational Research ; Science & Technology - Other Topics |
语种 | 英语 |
出版者 | SAGE PUBLICATIONS LTD |
WOS记录号 | WOS:000726736300001 |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/155008] |
专题 | 能源与动力工程学院 |
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 |
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). |
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