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April 16, 20260 citations

Turbulent coherent structures in the atmospheric surface layer: A 13-month study of dynamics based on Doppler lidar observations in mid-latitude coastal city

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PMPaul V. MaynardEDElsa DieudonnéASAnton Sokolov

Key Points

  • This research aims to investigate the dynamics of turbulent coherent structures in the atmospheric surface layer using Doppler lidar observations over 13 months.
  • Conducted 40,000 horizontal scans using Doppler lidar over 13 months in Dunkirk, France.
  • Applied automated classification techniques and texture analysis to differentiate between streak types.
  • Employed supervised machine learning for analyzing organized and disorganized streaks based on atmospheric conditions.
  • Organized streaks appeared mainly during the day, while disorganized streaks were prominent at dawn and dusk.
  • Organized streaks showed higher motion and thermal fluxes than disorganized ones under varying atmospheric conditions.
  • Misalignment of streak direction with mean wind was more pronounced for disorganized streaks, ranging between 0 and 20°.

Abstract

Turbulent coherent structures such as streaks play a crucial role in turbulent flows' behavior and pollutants' dispersion in the surface layer. This research is based on ~40,000 horizontal Doppler lidar scans recorded during a 13-month campaign in Dunkirk, France, an industrial harbor city on the North Sea. Similarly to Cheliotis et al. 1, this work is based on the results of automated classification, detailed in a companion abstract. This approach which is based on texture analysis and supervised machine learning, facilitated the distinction between organized and disorganized streaks, which appeared, respectively, mainly during the day and at dawn and dusk. There was no significant seasonal variation in the appearance of the two streak types, beyond the fact it followed the sunrise and sunset times. Organized streaks were typically associated with neutral to unstable atmospheric conditions and characterized by higher motion and thermal fluxes than their disorganized counterparts. Conversely, disorganized structures were more narrowly associated with stable conditions and higher friction velocity. The classification parameters also allowed retrieving the streaks' direction misalignment with the mean wind and their periodicity. The misalignment was more pronounced for disorganized streaks and varied between 0 and 20°. Organized streaks tended to be slightly narrower than disorganized ones, with periods of 0.48 ± 0.22 km and 0.42 ± 0.25 km, respectively (average ± 1σ standard deviation). The aspect ratio of streaks (width-to-height ratio) could only be determined during a few night-time case studies, due to difficulties in differentiating the surface and mixed layers using Doppler lidar data only. The retrieved aspect ratio of 1.64, therefore, corresponds to disorganized streaks.

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Cite This Study

Maynard et al. (2026) studied this question.

synapsesocial.com/papers/69e07e242f7e8953b7cbf278https://doi.org/10.1051/epjconf/202636206014/pdf
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Exploring the Level of Organization of Turbulent Coherent Structures in the Atmospheric Surface Layer Through Supervised Classification of Doppler Lidar Observations2025 · 1 citations
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