Reduced-order modelling of urban wind environment and gaseous pollutants dispersion in an urban-scale street canyon

被引:12
作者
Ding, Shan [1 ]
Yang, Rui [1 ]
机构
[1] Tsinghua Univ, Inst Publ Secur, Beijing 100084, Peoples R China
来源
JOURNAL OF SAFETY SCIENCE AND RESILIENCE | 2021年 / 2卷 / 04期
关键词
Finite volume method; Reduced-order modelling; Proper orthogonal decomposition; Interpolation; Radial basis functions; PROPER ORTHOGONAL DECOMPOSITION; AIR-FLOW; FLUID;
D O I
10.1016/j.jnlssr.2021.09.001
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Hazardous chemical gases will spread rapidly after leakage. For emergency response to that, people need to obtain the information of wind and pollutant in time. However, it takes a lot of time to calculate the flow in large-scale urban areas by numerical simulation. Therefore, reduced-order model(ROM) is developed to improve the efficiency. In this paper, we propose a model based on proper orthogonal decomposition(POD) and radial basis function(RBF) interpolation. We validate the model by calculating the wind field and the pollutant propagation process in a 144 square kilometer area of Beijing. The results show that ROM can reduce CPU times by more than 99% at the cost of only 0.1% information loss, comparing with the traditional approach of computational fluid dynamics(CFD).
引用
收藏
页码:238 / 245
页数:8
相关论文
共 20 条
[1]  
AIAA, 2008, AIAA AEROSPACE SCI M
[2]  
Antoniou N., 2017, CFD SIMULATIONS FIEL
[3]   Stable Galerkin reduced order models for linearized compressible flow [J].
Barone, Matthew F. ;
Kalashnikova, Irina ;
Segalman, Daniel J. ;
Thornquist, Heidi K. .
JOURNAL OF COMPUTATIONAL PHYSICS, 2009, 228 (06) :1932-1946
[4]   THE PROPER ORTHOGONAL DECOMOPOSTION, WAVELETS AND MODAL APPROACHES TO THE DYNAMICS OF COHERENT STRUCTURES IN TURBULENCE [J].
BERKOOZ, G ;
ELEZGARAY, J ;
HOLMES, P ;
LUMLEY, J ;
POJE, A .
APPLIED SCIENTIFIC RESEARCH, 1994, 53 (3-4) :321-338
[5]  
[曹艳华 Cao Yanhua], 2018, [应用数学, Mathematics Applicata], V31, P305
[6]  
Cordier L, 2009, MECH FLUIDS
[7]   Reduced order modelling of an unstructured mesh air pollution model and application in 2D/3D urban street canyons [J].
Fang, F. ;
Zhang, T. ;
Pavlidis, D. ;
Pain, C. C. ;
Buchan, A. G. ;
Navon, I. M. .
ATMOSPHERIC ENVIRONMENT, 2014, 96 :96-106
[8]   Airflow velocity estimation in building systems [J].
Guay, M. ;
Hariharan, N. .
2008 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2008, :908-+
[9]  
Holmes P., 1996, TURBULENCE COHERENT
[10]   NUMERICAL STUDIES ON AIRFLOW AND POLLUTANT DISPERSION IN URBAN STREET CANYONS FORMED BY SLANTED ROOF BUILDINGS [J].
Huang Yuan-dong ;
Jin Ming-xia ;
Sun Ya-nan .
JOURNAL OF HYDRODYNAMICS, 2007, 19 (01) :100-106