Multi-Objective Aerodynamic Design Optimisation Method of Fuel Cell Centrifugal Impeller Using Modified NSGA-II Algorithm

doi:10.3390/app11167659

CASIA OpenIR > 数字内容技术与服务研究中心 > 智能技术与系统工程

	Multi-Objective Aerodynamic Design Optimisation Method of Fuel Cell Centrifugal Impeller Using Modified NSGA-II Algorithm
	Liu, Jisheng 1; Li, Wei1 ; Liu, Manxian2 ; He, Ketai 1; Wang, Yesong 1; Fang, Pengcheng 3
发表期刊	APPLIED SCIENCES-BASEL
	2021-08-01
卷号	11 期号:16 页码:22
通讯作者	Li, Wei(liwei@me.ustb.edu.cn) ; Fang, Pengcheng(fangpengcheng@mail.tsinghua.edu.cn)
摘要	This paper presents a modified NSGA-II algorithm based on the spatial density (SD) operator, combined with computer graphics-based surface parameterisation methods and computational fluid dynamics (CFD) simulations. This was done to optimise the multi-objective aerodynamic design of a centrifugal impeller for a 100-kW vehicle-mounted fuel cell and improve the multi-conditions aerodynamic performance of the centrifugal impeller of the vehicle-mounted fuel cell (FC). The optimisation objectives are to maximise the isentropic efficiency of the rated and common operating conditions. The optimisation results showed that the efficiency of rated working conditions had an increase of 1.29%, mass flow increase of 8.8%, pressure ratio increase of 0.74% and comprehensive margin increase of 6.2%. The efficiency of common working conditions had an increase of 1.2%, mass flow increase of 9.1%, pressure ratio increase of 0.24% and comprehensive margin increase of 10%. The optimisation effect is obvious under the premise of satisfying the constraints, which proves the optimisation method's engineering effectiveness and provides technical support and methodological research for the multi-objective aerodynamic design optimisation of centrifugal impellers for vehicle-mounted FCs.
关键词	multi-objective aerodynamic optimisation centrifugal impeller DNSGA spatial density
DOI	10.3390/app11167659
关键词[WOS]	PERFORMANCE IMPROVEMENT ; COMPRESSOR ; PROGRESS
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Program of China[2020YFB1709101]
项目资助者	National Key Research and Development Program of China
WOS研究方向	Chemistry ; Engineering ; Materials Science ; Physics
WOS类目	Chemistry, Multidisciplinary ; Engineering, Multidisciplinary ; Materials Science, Multidisciplinary ; Physics, Applied
WOS记录号	WOS:000688686700001
出版者	MDPI
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/45870
专题	数字内容技术与服务研究中心_智能技术与系统工程
通讯作者	Li, Wei; Fang, Pengcheng
作者单位	1.Univ Sci & Technol Beijing, Sch Mech Engn, Beijing 100083, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China 3.Tsinghua Univ, Dept Ind Engn, Beijing 100084, Peoples R China
推荐引用方式 GB/T 7714	Liu, Jisheng,Li, Wei,Liu, Manxian,et al. Multi-Objective Aerodynamic Design Optimisation Method of Fuel Cell Centrifugal Impeller Using Modified NSGA-II Algorithm[J]. APPLIED SCIENCES-BASEL,2021,11(16):22.
APA	Liu, Jisheng,Li, Wei,Liu, Manxian,He, Ketai,Wang, Yesong,&Fang, Pengcheng.(2021).Multi-Objective Aerodynamic Design Optimisation Method of Fuel Cell Centrifugal Impeller Using Modified NSGA-II Algorithm.APPLIED SCIENCES-BASEL,11(16),22.
MLA	Liu, Jisheng,et al."Multi-Objective Aerodynamic Design Optimisation Method of Fuel Cell Centrifugal Impeller Using Modified NSGA-II Algorithm".APPLIED SCIENCES-BASEL 11.16(2021):22.