On the Experimental, Numerical and Data-Driven Methods to Study Urban Flows

被引:21
作者
Torres, Pablo [1 ]
Le Clainche, Soledad [2 ]
Vinuesa, Ricardo [1 ]
机构
[1] KTH Royal Inst Technol, Engn Mech, SimEx FLOW, SE-10044 Stockholm, Sweden
[2] Univ Politecn Madrid, Sch Aerosp Engn, E-28040 Madrid, Spain
关键词
urban flows; coherent structures; experiments; simulations; data-driven methods;
D O I
10.3390/en14051310
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Understanding the flow in urban environments is an increasingly relevant problem due to its significant impact on air quality and thermal effects in cities worldwide. In this review we provide an overview of efforts based on experiments and simulations to gain insight into this complex physical phenomenon. We highlight the relevance of coherent structures in urban flows, which are responsible for the pollutant-dispersion and thermal fields in the city. We also suggest a more widespread use of data-driven methods to characterize flow structures as a way to further understand the dynamics of urban flows, with the aim of tackling the important sustainability challenges associated with them. Artificial intelligence and urban flows should be combined into a new research line, where classical data-driven tools and machine-learning algorithms can shed light on the physical mechanisms associated with urban pollution.
引用
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页数:38
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