Data-driven assessment of arch vortices in simplified urban flows

TL;DR

This paper employs advanced data-driven modal analysis techniques to investigate the formation and destruction mechanisms of arch vortices in simplified urban flow models, enhancing understanding of urban aerodynamics.

Contribution

It introduces a combined use of HODMD, POD, and STKD to analyze turbulent urban flows and characterizes vortex-generating and vortex-breaking modes related to arch vortex dynamics.

Findings

Identification of vortex-generator and vortex-breaker modes.

Interaction between low- and high-frequency modes influences vortex formation.

High-energy vortex-breaker modes drive vortex destruction.

Abstract

Understanding flow structures in urban areas is widely recognized as a challenging concern due to its effect on urban development, air quality, and pollutant dispersion. In this study, state-of-the-art data-driven methods for modal analysis of simplified urban flows are used to study the dominant flow processes in these environments. Higher order dynamic mode decomposition (HODMD), a highly-efficient method to analyze turbulent flows, is used together with traditional techniques such as proper-orthogonal decomposition (POD) to analyze high-fidelity simulation data of a simplified urban environment. Furthermore, the spatio-temporal Koopman decomposition (STKD) will be applied to the temporal modes obtained with HODMD to perform spatial analysis. The flow interaction within the canopy influences the flow structures, particularly the arch vortex. The latter is a vortical structure generally found downstream of wall-mounted obstacles, which is generated as a consequence of flow separation. Therefore, the main objective of the present study is to characterize the mechanisms that promote these phenomena in urban areas with different geometries. Remarkably, among all the vortical structures identified by the HODMD algorithm, low- and high-frequency modes are classified according to their relation with the arch vortex. They are referred to as vortex-generator and vortex-breaker modes, respectively. This classification implies that one of the processes driving the formation and destruction of major vortical structures in between the buildings is the interaction between low- and high-frequency structures. The high energy revealed by the POD for the vortex-breaker modes points to this destruction process as the mechanism driving the flow dynamics.