UP1.2 | Atmospheric boundary-layer processes, turbulence and land-atmosphere interactions
Atmospheric boundary-layer processes, turbulence and land-atmosphere interactions
Including S. Zilitinkevich Memorial Award Lecture
Convener: Gert-Jan Steeneveld | Co-conveners: Omar El guernaoui, Nikki Vercauteren, Carlos Román-Cascón
Orals Wed1
| Wed, 10 Sep, 09:00–10:30 (CEST)
 
Room M3+M4
Orals Wed2
| Wed, 10 Sep, 11:00–13:00 (CEST)
 
Room M3+M4
Orals Wed3
| Wed, 10 Sep, 14:00–14:45 (CEST)
 
Room M3+M4
Posters P-Thu
| Attendance Thu, 11 Sep, 16:00–17:15 (CEST) | Display Wed, 10 Sep, 08:00–Fri, 12 Sep, 13:00
 
Grand Hall, P66–68
Wed, 09:00
Wed, 11:00
Wed, 14:00
Thu, 16:00
Atmospheric boundary-layer (ABL) processes and their interactions with the underlying surface are crucial for weather, climate, air-quality and renewable-energy forecasts. The multitude of interacting processes act on a variety of temporal and spatial scales and include atmospheric turbulence, atmosphere-soil-vegetation interactions, gravity waves, boundary-layer interactions with dry and moist convection, mesoscale flows, submeso motions, etc.

Although significant advances have been achieved during the last decades, an appropriate comprehension of ABL processes and their interactions under different conditions is still a challenge in meteorology. Improving this knowledge will help to correctly represent ABL processes in weather and climate models, allowing to provide more accurate numerical weather prediction (NWP) forecasts and climate scenarios.

This session welcomes conceptual, observational and modeling research related to the physical processes that appear in the ABL, including those devoted to study the interactions with the free atmosphere. Current contributions evaluating existing models and schemes are also welcome, as well as the presentation of new implementation in numerical modelling.

The following topics are especially encouraged to be submitted to the session:

• Theoretical and experimental studies of the turbulence-closure problem with emphasis on very stable stratification and convection, accounting for interactions between the mean flow, turbulence, internal waves and large-scale self-organized structures.

• Boundary-layer clouds (including fog) and marine, cloud-topped boundary layers: physics and parameterization within NWP and climate models and observational studies.

• Orographic effects: form drag, wave drag and flow blocking, gravity waves.

• Challenges on the surface energy balance and flux aggregation in atmospheric boundary layers over heterogeneous terrain.

• Representation of boundary layers and land-surface interaction in atmospheric models.

• Organization of deep convection across differing atmospheric scales.

• Large-eddy simulation and direct numerical simulation of turbulent flows.

• PBL and surface-layer studies using long-term data (climatology), detailed analysis of case studies and field campaigns presentation.

Orals Wed1: Wed, 10 Sep, 09:00–10:30 | Room M3+M4

Chairpersons: Gert-Jan Steeneveld, Carlos Román-Cascón
Introducing Mathias Rotach as the 2025 Zilitinkevich awardee by Bert Holtslag
09:00–09:30
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EMS2025-701
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solicited
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S. Zilitinkevich Memorial Award Lecture
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Onsite presentation
Mathias W. Rotach

The Atmospheric Boundary Layer (ABL) is the lowest layer of the atmosphere and as such responsible for the Earth-atmosphere interaction in the climate system. It determines – from local to global scales – the exchange of energy, mass and momentum between ‘the surface’ and ‘the atmosphere’, and hence the water cycle, the energy balance, the carbon budget (to name only a few). Due to friction and radiative processes  at the surface, the flow in the ABL is turbulent – and turbulence is often considered the defining characteristic of ABL flows. In numerical models for weather and climate, turbulence is quite generally sub-grid scale (and will remain so at least for global scale models for the coming decades), so that the ‘lower boundary condition’, i.e., ABL turbulence, needs to be parameterized.

With almost 70 percent of the Earth’s land surface being covered by hills or mountains, the question arises whether current understanding of ABL turbulence is sufficient to adequately describe the surface-atmosphere exchange over non-flat or even mountainous terrain. In this contribution, a case is therefore made for the introduction of a Mountain Boundary Layer (MoBL). The MoBL is not just another variety of the boundary layer – such as the CBL or SBL  describing convective vs. stable boundary layer states, respectively: the lowest layer of the troposphere over complex mountainous terrain cannot be assumed to be horizontally homogeneous (what poses challenges for numerical modeling)  and is forced by gravitational processes as well as interactions with meso-scale flows. With this, ABL parameterizations in numerical models – which are based on the assumption of horizontal homogeneity, i.e., the ‘Boundary-Layer Approximation’, and the dominance of turbulence, e.g., in the diagnosis of the ABL height – are not likely to perform well. Some of the salient characteristics of the probably youngest in the ‘BL family’ will be presented, which emerge from recent research on boundary layer dynamics over complex terrain. Also, the largest challenges we still face in the description, physical characterization and modeling of the MoBL will be addressed.

How to cite: Rotach, M. W.:  The Mountain Boundary Layer (MoBL) – do we need yet another variety?, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-701, https://doi.org/10.5194/ems2025-701, 2025.

Show EMS2025-701 recording (34min) recording
09:30–09:45
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EMS2025-186
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Onsite presentation
Páll Ágúst Þórarinsson, Gunilla Svensson, and Anna Lewinschal

Atmospheric boundary layer (ABL) processes influence the atmosphere’s general circulation. Thus, representing the ABL processes correctly in global climate and numerical weather prediction models (NWP) is important. For example, surface and turbulent friction affect the transport of mass across the globe. Cross-isobaric mass flow then plays a significant role in the lifecycle and intensity of extratropical cyclones at the midlatitudes. The direction and magnitude of it depends on both synoptic scale and ABL conditions such as friction and thermal stratification. This transport can be studied using the turning of the wind with height, from the surface up to the ABL top, to understand where, when and how much mass is transported across isobars.

In a new era of increasing resolution of climate and NWP models, storing data remains a challenge even with greater capacity. The full vertical structure, and high temporal resolution needed to study the ABL well, is rarely all stored nor easily accessible due to the great amount of storage required. We have therefore implemented on-line diagnostics into the open version of the European Centre for Medium Range Weather Forecast’s (ECMWF) Integrated Forecast System (IFS), the OpenIFS. During the computation of simulations, the process diagnoses the turning of the wind with height, as well as the vertically integrated cross-isobaric mass flow, both from the surface to the ABL top. These diagnostics makes it possible, in more detail, to study the role of the boundary layer turbulence on the evolution of the flow in various regimes such as mid-latitude cyclones and the trade regions as well as sensitivity to modelling of turbulence and friction. All without having to store great amounts of data. We’ve run experiments focused on the global scale, and on a more local scale, tracking an extratropical cyclone in one of the storm tracks. Here the first results of this study are presented as well as a walkthrough of the basics of the online diagnostics.

How to cite: Þórarinsson, P. Á., Svensson, G., and Lewinschal, A.: On-line diagnostics of boundary layer processes in numerical weather predication and climate models, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-186, https://doi.org/10.5194/ems2025-186, 2025.

Show EMS2025-186 recording (15min) recording
09:45–10:00
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EMS2025-633
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Onsite presentation
Ivan Bastak Duran, Richard Forbes, and Peter Bechtold

The global IFS model currently utilizes a first-order closure scheme for turbulence parameterization. While this approach is reliable and sufficiently accurate at coarser resolutions, a higher-order scheme is expected to improve the representation of turbulent processes at higher resolutions. A prognostic turbulence kinetic energy (TKE) scheme is a natural candidate for such an upgrade, as it introduces a higher-order closure while maintaining numerical stability and keeping the computational cost feasible. Its main advantage over first-order closure lies in its ability to introduce a "memory" effect, by retaining information about turbulence intensity over time and space. This enables a more realistic representation of flow and turbulence evolution.

Although prognostic TKE schemes are well established in limited-area models, their implementation in global modeling frameworks presents additional challenges due to the wide range of regimes that must be represented in a global context. To address this, a prognostic TKE scheme has been implemented in the IFS model, based on the formulation used in the global ARPEGE model. However, several extensions and model-specific calibrations have been applied to adapt it to the IFS framework.

These modifications include an expanded formulation of the turbulence length scale, revised stability dependency functions, and the integration of prognostic cloud fraction into the stability parameter calculation. Furthermore, the TKE source terms are partially computed using an equilibrium assumption, and the advection of TKE is explicitly included in the solver. Particular attention has also been paid to the improved identification and treatment of stratocumulus regions.

The performance of the new prognostic TKE scheme in the IFS is evaluated globally against observations and analysis and for selected case studies.

How to cite: Bastak Duran, I., Forbes, R., and Bechtold, P.: A prognostic TKE scheme in the IFS model, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-633, https://doi.org/10.5194/ems2025-633, 2025.

10:00–10:15
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EMS2025-66
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Onsite presentation
Lidiya Shendrik, Leehi Magaritz-Ronen, Lior Hochman, and Shira Raveh-Rubin

Planetary boundary layer (PBL) dynamics are critical for understanding atmospheric processes and for accurate forecasts of surface weather. The diurnal cycle and local surface properties strongly affect boundary layer characteristics. However, especially over the ocean, where the surface is less responsive to radiation changes, synoptic-scale weather systems can play a dominant role in shaping the PBL.

Dry intrusion (DI) is a free tropospheric flow that moves downward and equatorward along isentropic surfaces, which often mixes into the PBL. This airstream is fundamental to the structure of mid-latitude cyclones, spreading behind their cold front. DIs can enhance surface heat fluxes and the surface wind speed, impacting the height of PBL and the inversion strength. The DI airstream thus provides a means to delineate the understudied connection between the PBL evolution and the synoptic forcings.

This study examines the influence of DI entrainment on PBL structure, focusing on the Azores islands — a domain within a climatologically high DI occurrence with rare operational profile observations of the marine boundary layer. Using high-resolution ICON simulations, we analyze a winter case study in which a cold front is followed by a DI, tracking its impact on PBL properties over time. A Lagrangian approach allows us to diagnose and follow the trajectories of DI airmasses, providing insight into their evolution and spatial influence on atmospheric conditions.

Our findings reveal coherent temporal changes in PBL properties, such as the PBL height, inversion properties, moisture content, and spatial extent of these changes during the course of the studied event. There are distinct stages of PBL modification due to DI entrainment. Initially, DI influx leads to enhanced surface heat fluxes and significant PBL deepening. However, as the entrainment progresses, the PBL undergoes a transition, ultimately becoming shallower and more stable, with extremely low relative humidity values above it. This case study shows the interplay between DIs and surface fluxes that can both enhance and suppress PBL deepening, while the nature and timing of these transitions are topics for further research.

This study improves our understanding of DI-driven PBL evolution, highlighting the connection between large-scale weather systems and boundary-layer dynamics. A better representation of these processes in weather and climate models may improve forecasts in regions affected by DIs.

How to cite: Shendrik, L., Magaritz-Ronen, L., Hochman, L., and Raveh-Rubin, S.: Case Study of Dry Air Intrusions Behind an Extratropical Cyclone and Their Impacts on Boundary Layer Evolution, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-66, https://doi.org/10.5194/ems2025-66, 2025.

Show EMS2025-66 recording (11min) recording
10:15–10:30
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EMS2025-354
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Onsite presentation
Omar El guernaoui, Dan Li, and Joachim Reuder

In the bulk of the convective boundary layer driven by surface heating, the vertical-velocity variance is known to scale with the convective velocity scale. This scaling relies on the quasi-equilibrium assumption that the surface heat flux (H , the water-vapor contribution to buoyancy is neglected) varies slowly compared to the adjustment time scale of the large scale convective eddies (or the eddy turnover time), a condition which over land is typically satisfied from the late morning to the early afternoon transition. Later on, when the surface heat flux starts decaying moderately compared to the eddy turnover time, a departure from the quasi-equilibrium regime is expected. A recent idealized large-eddy simulations (LES) study proposed a parameter for describing such departure during the late afternoon transition: r ≡ H-1dH/dt-1/t*, where t* is the eddy turnover time. The quasi-equilibrium assumption applies when r >> 1, and breaks down when r ∼ 1. Building on these results, we further investigate the scaling for the vertical-velocity variance during the very late afternoon transition, i.e. in the regime r << 1 where the surface heat flux decays rapidly compared to the eddy turnover time. In a first step, we use LES to reveal that the regime r << 1 is characterized by a new velocity scale w*r ≡ ((g/θ )dH/dtzi2)1/4 . Within the specific framework of this study using the parameter r for identifying the out-of-equilibrium regime r << 1, the proposed scaling is implicitly dependent on the surface heat flux magnitude at the initial state when r ≈ 0.1, through the definition of the parameter r . In a second step, we demonstrate that the new velocity scale can be deduced from scaling arguments applied to the budget-equation of the vertical turbulent heat flux.

How to cite: El guernaoui, O., Li, D., and Reuder, J.: Scaling the Vertical-Velocity Variance During the Very Late Afternoon Transition of the Convective Boundary Layer , EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-354, https://doi.org/10.5194/ems2025-354, 2025.

Show EMS2025-354 recording (16min) recording

Orals Wed2: Wed, 10 Sep, 11:00–13:00 | Room M3+M4

Chairpersons: Omar El guernaoui, Gert-Jan Steeneveld
11:00–11:15
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EMS2025-184
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Onsite presentation
Carlos Román-Cascón, Juan Carbone, Pablo Ortíz-Corral, Esther Luján-Amoraga, Juan Alberto Jiménez-Rincon, Marina Bolado-Penagos, Miguel Bruno-Mejías, Alfredo Izquierdo, and Carlos Yagüe

Sea breezes are mesoscale winds formed in coastal regions under weak synoptical surface-pressure gradients. The theoretical scheme of daytime sea breezes includes surface winds from the sea and a return flow at a certain height above. However, this canonical picture is rarely detected from observations due to the complexity, high variability and heterogeneity of the different factors affecting the final atmospheric boundary layer structure. This is the case in the Gulf of Cádiz (SW Spain), where sea breezes have important effects during summer, especially due to their capacity to mitigate warm temperatures and transport humidity. In this region, two main types of sea breezes typically form depending on the dominant background synoptic flow: the so-called “pure” and “non-pure” sea breezes. The former take their name due to their greater similarity to canonical ones, while the latter present different characteristics and are more influenced by the synoptic conditions.

This study outlines the research strategy followed to investigate these phenomena in the area using the Weather Research and Forecasting (WRF) mesoscale model, along with new observational data from recently deployed instrumentation, as well as from radiosoundings launched at strategic sites during sea breeze conditions. Among the instrumentation used, we highlight a sonic anemometer and an IRGASON system, installed at 10 m and 65 m above sea level, respectively. Positioned directly on the shoreline, these instruments allow the evaluation of turbulent fluxes “above the sea” with different objectives. First, we aim to analyse variations in turbulence under sea breeze conditions with a well-formed internal boundary layer. Secondly, we seek to monitor sea surface fluxes at the coast to investigate their influence on breeze formation and evaluate the flux values simulated by WRF.

The work has been developed within the framework of the following research projects:

 

* The LATMOS-i project (PID2020-115321RB-I00) (Land-ATMOSphere interactions in a changing environment: How do they impact on atmospheric-boundary-layer processes at the meso, sub-meso and local scales in mountainous and coastal areas?), funded by MCIN/AEI/ 10.13039/501100011033.

** The WINDABL project (PR2022-055) (How are the Surface Thermally Driven Winds influenced by the vertical structure and horizontal inhomogeneities of the Atmospheric Boundary Layer?), funded by Plan Propio de la Universidad de Cádiz, Convocatoria 2022 de Proyectos para investigadores nóveles.

*** The WIND4US project (CNS2023-144885) (Disentangling the complexity of the WIND systems in coastal areas FOR a better Understanding of their impacts on Society), funded by Convocatoria 2023 de Proyectos de Consolidación Investigadora.

How to cite: Román-Cascón, C., Carbone, J., Ortíz-Corral, P., Luján-Amoraga, E., Jiménez-Rincon, J. A., Bolado-Penagos, M., Bruno-Mejías, M., Izquierdo, A., and Yagüe, C.: Improving the understanding of the horizontal and vertical characteristics of sea breezes from mesoscale numerical simulations and observations, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-184, https://doi.org/10.5194/ems2025-184, 2025.

Show EMS2025-184 recording (13min) recording
11:15–11:30
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EMS2025-311
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Onsite presentation
Juan Carbone, Esther Luján-Amoraga, Pablo Ortiz-Corral, Beatriz Sanchez, Alberto Martilli, Mariano Sastre, Carlos Yagüe, Marina Bolado-Penagos, Oscar Alvarez, and Carlos Román-Cascón

The frequency and impacts of heatwaves have significantly increased in the last years (1975-2020), with Spain experiencing a substantial rise in the occurrence these extreme events (Núñez-Mora, 2021). In coastal regions, breezes —driven by temperature gradients between land and sea surfaces— can play a crucial role in mitigating extreme temperatures. This study examines the impact of coastal breezes on thermal comfort during a heatwave period in the southwest of the Iberian Peninsula.

Coastal areas have undergone considerable urban development, with approximately 60% of the Spanish population residing in these regions (de Andrés et al., 2017). Consequently, urban heat exposure in these regions is shaped by meteorological variables operating across multiple spatial (meters to hundreds of meters) and temporal scales. Within cities, temperature and humidity exhibit local variations over hundreds of meters, while wind speed and shortwave/longwave radiation show highly microscale heterogeneity influenced by individual buildings and fluctuating over just a few meters.

To assess the impact of coastal breezes on thermal comfort, we analyse observational data from meteorological stations and radiosoundings launched at strategic coastal sites during sea breeze conditions. We also employ the Weather Research and Forecasting (WRF) model with the urban parameterization WRF-Comfort (Martilli et al., 2024). This integrated approach enables us to evaluate the thermoregulatory effects of coastal breezes and compare the simulations against both surface and vertical atmospheric observations.

Understanding the vertical structure of the atmospheric boundary layer (ABL) is crucial, particularly for sea breezes, phenomena theoretically characterised by surface inflow and upper-level return flow. However, this simplified view is rarely captured fully by observations alone, due to the complexity, high variability, and heterogeneity of the various factors influencing the ABL's vertical structure. Therefore, this study leverages the WRF model to investigate the vertical characteristics of the coastal urban boundary layer during heatwave events, complementing the surface and upper-air observational analyses.

Our findings offer insights into mesoscale interactions between urban dynamics and regional climate processes during extreme heat events, highlighting the importance of integrating mesoscale modelling with urban-scale processes and evaluating against comprehensive observational datasets to better understand and potentially mitigate the impacts of weather extremes in coastal urban environments.

How to cite: Carbone, J., Luján-Amoraga, E., Ortiz-Corral, P., Sanchez, B., Martilli, A., Sastre, M., Yagüe, C., Bolado-Penagos, M., Alvarez, O., and Román-Cascón, C.: Coastal breezes and thermal comfort during a heatwave event in the southwestern Iberian Peninsula: an integrated modelling and observational study., EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-311, https://doi.org/10.5194/ems2025-311, 2025.

Show EMS2025-311 recording (11min) recording
11:30–11:45
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EMS2025-38
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Onsite presentation
Jessica M. I. Strickland and Evert I.F. de Bruijn

Droughts in the Netherlands have been exacerbated by climate change, urging better scientific understanding of the hydrological cycle and the role of evapotranspiration. Evapotranspiration is the combined process in which liquid water is transferred from the surface to the atmosphere as water vapor, occurring through evaporation as well as transpiration from vegetation leaves. In addition to better understanding how water leaves the Earth’s surface, accurate surface water observations are crucial for reliable predictions and effective management. Currently, the Royal Netherlands Meteorological Institute (KNMI) primarily estimates evaporation based on the meteorological conditions, such as precipitation and temperature. Also, their Cabauw Experimental Site for Atmospheric Research has maintained decades of in-situ evaporation observations, exploring various indirect methods, such as the eddy covariance and Bowen ratio method. Specifically, the moisture fluxes derived from turbulence and psychrometer measurements are used to determine latent energy. Although these established methods provide valuable climate insight, more direct approaches are required to improve our understanding of surface moisture loss. To address this, a new smart lysimeter has been deployed since 2020, measuring water inflow and outflow of a representative soil-vegetation column. While lysimeters offer precise measurements, they are spatially limited, sensitive to small-scale variations, and require rigorous validation. Therefore, in addition to providing an overview of the increasing evaporation observed at the Cabauw site, this study evaluates the lysimeter’s performance and potential as a reference through intercomparison. Additionally, by integrating supplementary in-situ measurements, our findings suggest that validated lysimeter data can contribute to improved closure of the surface energy balance. In this way, lysimeter observations can enhance hydrological research, improve modeling, and support environmental decision-making.

How to cite: Strickland, J. M. I. and de Bruijn, E. I. F.: Measuring Evapotranspiration at the Cabauw Experimental Site for Atmospheric Research, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-38, https://doi.org/10.5194/ems2025-38, 2025.

Show EMS2025-38 recording (13min) recording
11:45–12:00
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EMS2025-349
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Onsite presentation
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Steven Knoop, Jelle Assink, Christine Unal, Steven van der Linden, and Bas van der Wiel

Kelvin–Helmholtz (K-H) or shear instability may occur in continuously stratified flows and along interfaces between fluids associated with strong vertical shear. This process is suspected to be a major source of clear air turbulence and a contributor to vertical mixing of momentum and scalars in the atmospheric boundary layer. It is believed that it plays a substantial role in intermittent turbulence generation and vertical mixing in a stable boundary layer. Occasionally, a K-H instability becomes visible as K-H billow clouds.  

Here we present an observation of a K-H instability on the early morning of July 25, 2022 at the Cabauw atmospheric research station in The Netherlands. The K-H instability is observed in Doppler lidar vertical stare measurements (with 1s temporal resolution) as a prominent wavelike pattern in the vertical velocity centered at altitude of 1000m, in which the upper and lower halves are shifted in phase. These K-H waves have a period a few minutes, with vertical velocity amplitudes up to 2m/s, and last for about 15 minutes. Maximum eddy dissipation rate is found to be 2x10-3m2s-3. The residual layer that night was up to 2000m, providing sufficient aerosol backscatter signal for Doppler lidar measurements to observe these K-H waves.

The Doppler lidar wind profile measured just before the appearance of the K-H instability showed a strong wind shear (0.04s-1) with a shear layer depth of about 300m. The Richardson number (Ri) profiles, derived from combining the vector wind shear (Doppler lidar) and Brunt-Vaisala frequency profiles (microwave radiometer), shows Ri<0.25 just before to the appearance of the K-H waves, confirming the K-H instability scenario.

To our knowledge this is the first Doppler lidar vertical stare observation of a K-H instability in the nocturnal boundary layer with its signature in the vertical velocity. Within our four years of Doppler lidar operation at Cabauw this K-H wave observation is unique, while less prominent elevated intermittent turbulence patches in the nocturnal boundary layer are more often observed. The K-H waves are also distinct from the more often observed gravity waves [1].  Our observations demonstrate that Doppler lidar vertical stare measurements, preferably combined with wind and temperature profile measurements, can contribute to the understanding of waves and enhanced turbulence in the nocturnal boundary layer.

[1] Knoop, S., Assink, J., Tijm, S., and Leijnse, H.: High-resolution observations of a gravity wave event over the Netherlands, EMS 2024, https://doi.org/10.5194/ems2024-445

How to cite: Knoop, S., Assink, J., Unal, C., van der Linden, S., and van der Wiel, B.: Doppler lidar vertical stare observation of a Kelvin-Helmholtz instability in the nocturnal boundary-layer, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-349, https://doi.org/10.5194/ems2025-349, 2025.

Show EMS2025-349 recording (13min) recording
12:00–12:15
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EMS2025-340
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Onsite presentation
Vincent S. de Feiter, Alessandro Savazzi, Martin Janssens, Chiel C. van Heerwaarden, Anna Agusti-Panareda, and Jordi Vila-Guerau de Arellano

The diurnal cycle and vertical distribution of atmospheric CO2 in the lower troposphere is strongly influenced by multiple surface and atmospheric processes across different scales. For example, photosynthesis and CO2-assimilation at single leaves or the tree canopy, to the vertical and horizontal (turbulent) transport at scales of the boundary layer, clouds and large weather systems. Accurately capturing these multi-scale dynamics is essential for improving global estimates of the CO2 exchange in the lower troposphere. In this study, we evaluate the relative contribution of these multi-scale dynamics to the total CO2 exchange in the lower troposphere by examining how these processes are represented within the Integrated Forecasting System (IFS) of the ECMWF. More specifically, we assess their representation for three IFS horizontal resolutions: 25 km, 9 km (current operational resolution) and 4.4 km. We construct a framework with which we evaluate the CO2 budget in IFS through comprehensive sets of observations, simulations from a coupled surface-atmosphere mixed-layer model (CLASS) and large-eddy simulations (DALES). In this budget, we characterise tendencies of atmospheric CO2 into respective contributions from the different scales: (turbulent) diffusion, convective processes and large-scale dynamics. We focus on two comprehensive case studies across three ecosystems: the tropical clear-to-shallow moist convective Amazon rainforest and the temperate mid-latitudes with influences from large weather systems: the Cabauw (grass), and Loobos (pine forest) sites located in The Netherlands. Initial results reveal that the IFS accurately represents the vertical structure and diurnal evolution of the state variables (temperature, humidity and wind) within the lower troposphere for both case studies at the different model resolutions. However, larger uncertainties arise in the CO2 exchange, especially near the surface, as a result of discrepancies during the morning transition. Ongoing work focuses on investigating the underlying multi-scale dynamics to address these and other discrepancies in the CO2 exchange of the lower troposphere within IFS.

How to cite: de Feiter, V. S., Savazzi, A., Janssens, M., van Heerwaarden, C. C., Agusti-Panareda, A., and Vila-Guerau de Arellano, J.: Evaluating Multi-Scale CO2 Exchange of the Tropical and Temperate Troposphere in the ECMWF Integrated Forecasting System Using Observations and Large-Eddy Simulations , EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-340, https://doi.org/10.5194/ems2025-340, 2025.

Show EMS2025-340 recording (13min) recording
12:15–12:30
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EMS2025-155
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Onsite presentation
 Multiple sources and heterogenous canopy in a Lagrangian-stochastic dispersion model
(withdrawn after no-show)
Eyal Fattal, Hadas David-Saroussi, Omri Buchman, Eran Tas, and Ziv Klausner
12:30–12:45
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EMS2025-289
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Online presentation
Egor Shishkov, Evgeniy Mortikov, Andrey Debolskiy, and Victoria Suiazova

Turbulent heat and momentum transfer in atmospheric surface layer plays a crucial role in determining the global and regional climate. They have a significant impact on various processes, such as the interaction between the atmosphere and the underlying surface, as well as on atmospheric circulation.

Methods based on the Monin-Obukhov similarity theory (MOST) and its generalizations are widely used in numerical weather and climate models. However, their limitations become especially evident in stable conditions, such as those found in the polar regions.  MOST assumes the existence of constant flux layer, where the dimensionless gradients of wind speed, temperature, and humidity depend on the height above the surface relative to the Obukhov length scale. This assumption is violated in conditions of a thin stably stratified boundary layer (about 10-100 meters). In addition, MOST does not take into account the non-gradient transport characteristics of the daytime convective boundary layer. It also does not consider the influence of topography and thermal heterogeneity, which can lead to systematic errors in the estimation of turbulent fluxes and increase uncertainty in climate predictions.

This study discusses the use of a neural network-based algorithm that can take into account complex, nonlinear relationships between meteorological parameters. This algorithm may compensate for some of the limitations of known semi-empirical approaches. The model was trained on extensive datasets obtained from field experiments, such as MOSAiC and SHEBA. This allows the model to capture not only the general physical relationships between input parameters and fluxes, but also to accurately reproduce the amplitude of turbulent fluxes, even under strongly stable conditions. The possibility of training a model using the output data from a single column atmospheric boundary layer model with fine resolution tuned to large-eddy simulation data is also being explored. This allows us to consider the influence of the height of the boundary layer, thereby expanding the applicability of the algorithm to climate models with coarse vertical resolution. The results obtained demonstrate a significant improvement in the accuracy of flux estimates compared to the surface layer parameterization used in the INMCM1 Earth system model. This suggests the potential for integrating machine learning into surface layer models, which in turn may contribute to improving weather and climate forecast.

1Link to INMCM: https://link.springer.com/article/10.1007/s00382-017-3539-7

Volodin, E.M., Mortikov, E.V., Kostrykin, S.V. et al. Simulation of the present-day climate with the climate model INMCM5. Clim Dyn 49, 3715–3734 (2017). https://doi.org/10.1007/s00382-017-3539-7

How to cite: Shishkov, E., Mortikov, E., Debolskiy, A., and Suiazova, V.: Application of neural networks for improving surface layer turbulent exchange parameterizations in general circulation models, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-289, https://doi.org/10.5194/ems2025-289, 2025.

Show EMS2025-289 recording (12min) recording
12:45–13:00
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EMS2025-375
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Onsite presentation
Cristina Mulet-Benzo, Andrew Black, Lin-Ya Hung, Pedro Santos, and Julia Gottschall

Understanding the atmospheric phenomena of the offshore wind sites helps inform the potential risks from wake propagation, an issue becoming more prominent as wind farms grow larger and more densely concentrated. The atmospheric boundary layer (ABL) represents a crucial component for evaluating wake recovery as it defines the limit of the atmosphere where all convective activity occurs, and where the wind speed is affected by phenomena at the surface (heating, friction, etc.), before reaching the free atmosphere. This parameter is directly linked to stability conditions and determines the “space” for momentum flux recovery in wakes.

Currently the ABL is a parameterized variable in wake models, either defined by a theoretical model or adapted from reanalysis data such as ERA5. This becomes an issue for offshore applications as conditions are mostly stably stratified, thus highlighting the importance of correctly representing the ABL for accurate model wake propagation impacts on energy production.

Lidars present a viable solution to provide in-situ measurements that could help validate offshore ABL outputs from these models, which are highly relied upon in wind resource assessment and monitoring. This study presents a bias and sensitivity analysis of offshore lidar ABL measurements compared to ERA5 and WRF ABL model outputs. This analysis builds off Santos et al work from the GLOBE campaign of using scanning lidar measurements to validate ERA5 and WRF boundary layer heights by further investigating the sensitivity of this bias and adding a site with coastal conditions.  Two separate campaigns lasting 6+ months in the North Sea were assessed: one located completely offshore from the GLOBE campaign, and another coastal from the FLOW project. The method used for lidar ABL measurements consists of an image binarization method to retrieve mixing layer heights from vertical velocity profiles and residual layers heights from return signal profiles. Several averaging methods were assessed to combine both residual and mixing layer heights to be compatible with the singular ABL heights given by the models

The results demonstrate a gross overestimation of the ABL from both ERA5 and WRF, though WRF seems to perform slightly better than ERA5. The analysis is still ongoing, but a clear diurnal cycle sensitivity is prevalent indicating potential misrepresentation in offshore heat flux processes in the model parameterization. The lidar ABL distinction between mixing and residual layer provides an interesting perspective for convective and stable ABL conditions, both of which are represented differently depending on model parameterization. The purpose of presenting these results is to provide insight into how models could be corrected by on-site measurements by understanding their sensitivities and ultimately improving ABL representation in wake modelling.

How to cite: Mulet-Benzo, C., Black, A., Hung, L.-Y., Santos, P., and Gottschall, J.: Assessing boundary layer heights with ERA5, WRF, and scanning lidar measurements, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-375, https://doi.org/10.5194/ems2025-375, 2025.

Show EMS2025-375 recording (14min) recording

Orals Wed3: Wed, 10 Sep, 14:00–15:30 | Room M3+M4

Chairpersons: Carlos Román-Cascón, Omar El guernaoui
14:00–14:15
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EMS2025-297
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Online presentation
Keisuke Nakao and Kazutaka Goto

With increasing implementation of renewable energy, planetary boundary layer (PBL) processes, including the effects of wind farm (WF), are gaining great attention. This research focuses on the dynamic interaction between WF and the PBL using the Weather Research and Forecasting Model based on a large-eddy simulation (WRF-LES), incorporating WF representation via the actuator disc model. A range of stability conditions, from unstable to stable stratification, are examined along with various wind turbine arrangements.
The results show a significant effect of WF on increasing turbulent kinetic energy (TKE) above the hub-height level under stably stratified to near-neutrally stratified conditions. In contrast, the effect is not profound in the case of unstable stratification.
Three key WF impacts on TKE production can be identified: the effect on mean momentum equation, effect on TKE production due to the WF thrust term, and correction of the length scale. TKE budget analysis reveals that the direct effect of the WF thrust term to TKE production or dissipation is minimal. This implies that the WF effect on TKE production largely depends on the mean-wind profile modulation, increasing shear-production of the TKE. In the case of stably stratified and near-neutrally stratified conditions, the local wind deficits around WT hub height is large. In contrast, the wind speed is entirely decelerated over the boundary layer in case of unstable stratification. This explains why the WF effect is reduced under unstable stratification, where buoyancy-induced mixing dominates over mechanical shear. The length-scale characteristics of the PBL scheme are discussed in terms of how WF modify it.

How to cite: Nakao, K. and Goto, K.: Effects of wind farm on planetary boundary layer development: A WRF-LES study from stable to unstable stratification ranges, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-297, https://doi.org/10.5194/ems2025-297, 2025.

14:15–14:30
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EMS2025-310
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Onsite presentation
Juan Carbone, Beatriz Sanchez, Carlos Román-Cascón, Alberto Martilli, Jose Luis Santiago, Pablo Ortiz-Corral, Víctor Cicuéndez, Rosa María Inclán, Dominic Royé, Gregorio Maqueda, Samuel Viana, Mariano Sastre, and Carlos Yagüe

Over the past five decades (1970–2020), Madrid's population has doubled, while its urban area has expanded fivefold. By 2037, projections estimate further urban growth of 1.15 to 2.14 times compared to 2010, alongside a 15% population increase (INE, 2022). This rapid urbanization drives to poorer city air quality and an energy consumption increase, and can alter the mesoscale and local atmospheric circulations, affecting the Urban Heat Island (UHI) effect.

This study evaluates the impact of Madrid’s urban expansion on local meteorology using the mesoscale WRF model configured with the BEP-BEM urban parameterization (Martilli et al., 2002; Salamanca et al., 2010, Carbone et al., 2024). Urban parameters are integrated based on the city’s growth from 1970 to 2020. Results show that areas with increased urban fraction experience higher near-surface air temperatures, especially at night. Urbanization also modifies the Surface Energy Balance (SEB) and turbulent transport. These findings underscore the role of urban-induced changes in local meteorology and highlight the need for climate adaptation strategies to mitigate the effects of urban expansion on air quality and thermal comfort in Madrid.

This work is being developed in the framework of the MULTIURBAN-II ("Impacts of mesoscale thermally-driven flows on the urban heat island, local meteorology, and air quality in complex environments in the city”) research project, which will be also presented. This project analyses the dynamic and thermal impacts of these flows in different city zones, the role of turbulent mixing, their effects on UHI, and broader implications. To achieve these objectives, both field campaign data from meteorological stations (including radiative and turbulent fluxes in urban and rural environments) will be combined with simulations from the WRF model, enhanced with the WRF-Comfort urban canopy model (Martilli et al., 2024). This integrated approach allows us to assess the spatial and temporal dynamics of thermal comfort under the influence of breezes and validate the model's performance.

How to cite: Carbone, J., Sanchez, B., Román-Cascón, C., Martilli, A., Santiago, J. L., Ortiz-Corral, P., Cicuéndez, V., Inclán, R. M., Royé, D., Maqueda, G., Viana, S., Sastre, M., and Yagüe, C.: Impact of Urban Expansion and Thermally-Driven Flows on Madrid's Local Meteorology., EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-310, https://doi.org/10.5194/ems2025-310, 2025.

Show EMS2025-310 recording (10min) recording
14:30–14:45
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EMS2025-174
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Onsite presentation
Tomasz Strzyzewski

Urban air movement represents a fundamental factor in assessing thermal balance and pollutant dispersion in cities.

This issue is gaining increasing importance in the context of ongoing climate change and the rapid expansion of urban areas and their suburbs. The presentation introduces a study investigating the evolution of urban ventilation in Warsaw between 1986 and 2024, utilizing Computational Fluid Dynamics (CFD) modeling techniques.

Based on historical and contemporary orthophoto maps, detailed land use and building coverage maps were built for selected periods. These maps formed the basis for a series of CFD simulations designed to analyze airflow patterns under various synoptic conditions. The synoptic situations were selected through climatological statistical analysis derived from the existing meteorological monitoring network, which also served as a validation source for the CFD model outputs. Importantly, areas characterized by significant vegetation cover were also incorporated into the simulation environment to enhance the realism and accuracy of the airflow modeling.

The simulation results were compared across time intervals to evaluate how urban development has influenced the efficiency of natural ventilation. Particular focus was placed on urban sectors designated by municipal authorities as ventilation corridors—zones of strategic importance for maintaining air quality and mitigating urban heat island effects. Unfortunately, in several of these key areas, pressure from real estate development has narrowed the ventilation corridors, potentially resulting in degraded airflow and reduced dispersion of pollutants.

The presented research seeks to address the critical question of whether new urban development has had a measurable impact on the quality of air circulation within the city. In addition to advanced CFD tools, the study extensively employed Geographic Information System (GIS) software and the Python programming for data processing, visualization, and model integration.

How to cite: Strzyzewski, T.: Evolution of Urban Ventilation in Warsaw: CFD Modeling Analysis and the Impact of Urban Development, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-174, https://doi.org/10.5194/ems2025-174, 2025.

Posters: Thu, 11 Sep, 16:00–17:15 | Grand Hall

Display time: Wed, 10 Sep, 08:00–Fri, 12 Sep, 13:00
Chairpersons: Carlos Román-Cascón, Omar El guernaoui, Gert-Jan Steeneveld
P66
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EMS2025-319
Pablo Ortiz-Corral, Carlos Román-Cascón, Juan Carbone, Jielun Sun, Fabienne Lohou, Marie Lothon, Mariano Sastre, Juan Alberto Jiménez-Rincon, and Carlos Yagüe

This study investigates nocturnal downvalley flows in a valley located in southern France, near the North face of the Pyrenees. Three meteorological stations were strategically installed at different sites across the valley, collecting a near year-long record of near-surface observations. These data enable a comprehensive examination of how these flows organize and evolve throughout the annual cycle.

Downvalley flow events were identified using a breeze detection algorithm (Arrillaga et al., 2018; Román-Cascón et al., 2019). Afterward, each event was characterized by its onset, peak intensity, and duration, with particular attention to the synoptic conditions favoring its development. In addition, sets of events occurring under different moderate synoptic conditions will be identified and examined to assess how such intermediate atmospheric forcing influences the final characteristics of the flows. This comparative perspective aims to provide a more holistic understanding of the interplay between local thermally driven dynamics and larger-scale atmospheric factors, offering valuable insights into nocturnal drainage flow processes in complex terrain.

An analysis was also performed to differentiate various turbulence regimes, employing HOckey STick (HOST) analysis (Sun et al., 2025)  to further evaluate how turbulence interacts with flow dynamics. Overall, these findings contribute to a deeper understanding of the mechanisms that govern  thermally driven flows in complex terrain throughout an entire annual cycle.

Furthermore, the research plan includes comparing the behavior of these downvalley flows strictly within the valley to those that manage to extend onto the adjacent plateau, in order to determine whether there are differences in persistence, spatial extent, or governing mechanisms when the flows exit the confines of complex terrain.

How to cite: Ortiz-Corral, P., Román-Cascón, C., Carbone, J., Sun, J., Lohou, F., Lothon, M., Sastre, M., Jiménez-Rincon, J. A., and Yagüe, C.: Nocturnal Downvalley Flow Characterization in a Valley Near the Pyrenees (France), EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-319, https://doi.org/10.5194/ems2025-319, 2025.

P67
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EMS2025-407
Marcel Niubó-Pallàs, Mireia Udina, and Vicent Altava-Ortiz

The sea breeze is a mesoscale wind circulation that occurs in coastal regions when the air over land heats up more rapidly than the sea surface. This study focuses on the characterization of the sea breeze in a northwestern Mediterranean region, Catalonia, with the aim of analysing its characteristics, spatiall distribution and its behaviour along the coast and its inland progression. This phenomenon is particularly relevant during the summer, both for wildfire management and for its influence on pollutant dispersion, and is an important thermal regulator which could have an important impact in the climate change context

To carry out this analysis, observational data from 98 surface stations of the Automatic Weather Stations Network (XEMA) of the Meteorological Service of Catalonia were used, covering the period from 2010 to 2023. The ERA5 dataset is also used to establish the synoptic conditions where sea breeze could have been developed. The study is focused on the months from April to October, which coincide with the warmest part of the year, when this event is most frequent.To identify the days on which the sea breeze circulation occurs, several filters are applied in synoptic wind conditions and in surface variables, based on previous literature,, resulting in a total of 672 sea breeze days. Based on this selection, the sea breeze cycle and evolution was analyzed in two-hour intervals, and the Catalan territory was classified spatially using the k-means clustering technique.

Results show that the region became divided into four main areas: the coastal and pre-coastal zones in the north; the coastal and pre-coastal areas ofcenter and south Catalonia; the Ebro valley lands; and the Central Depression. The Pyrenees and Pre-Pyrenees exhibit a different behavior from the rest of the regions, being strongly influenced by local valley circulations. In general terms, the sea breeze in coastal areas typically begins from the south or southeast and evolves toward a southwesterly direction by the end of the day. In contrast, the Central Depression experiences a marked easterly flow from late evening well into the early morning.

How to cite: Niubó-Pallàs, M., Udina, M., and Altava-Ortiz, V.: Characterization of Sea Breeze Events in the Northwestern Mediterranean based on Observational Data, EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-407, https://doi.org/10.5194/ems2025-407, 2025.

P68
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EMS2025-640
Matthias Karlbauer, Frank Beyrich, Martin Butz, and Volker Wulfmeyer

The vertical fluxes of sensible and latent heat represent a major contribution to the exchange of energy between the land surface and the atmosphere. Their adequate description in numerical weather prediction and climate models is essential to realistically simulate near-surface weather conditions. Traditionally, these heat fluxes are parameterized relying on Monin-Obukhov Similarity Theory (MOST) or the use of the Bulk-Richardson number. These parameterizations are based on differences in wind speed, air temperature, and humidity between adjacent measurement or model levels. Wulfmeyer et al. (2022) estimated the heat fluxes with machine learning approaches and achieved a higher accuracy compared to MOST. However, their analysis is based on a rather short data period in August 2017 at three nearby locations in Oklahoma, USA, which limits the generalizability of the results. In our study we replicate and expand the findings from Wulfmeyer et al. (2022) on a dataset from the boundary layer field site (GM) Falkenberg of the German Meteorological Service over a period of twelve years, covering various seasons and synoptic weather situations. Our findings support the role of radiation (which is not considered in MOST) as a dominant predictor for both the latent and sensible heat fluxes. We also studied the performance of the machine learning algorithm for datasets of different length (one month as in Wulfmeyer et al., 2022, the same month over twelve years, and complete annual data sets) and the impact of removing redundancy in the selection of the predictor variables. In future research we intend to investigate the role of other predictor variables, such as soil moisture, to assess the generalizability of the relations, to judge their performance under extreme conditions, and to derive simple but universally applicable parameterizations.

How to cite: Karlbauer, M., Beyrich, F., Butz, M., and Wulfmeyer, V.: Sensible and Latent Heat Flux Diagnosis with Multilayer Perceptrons on Multi-Year Falkenberg Tower Data   , EMS Annual Meeting 2025, Ljubljana, Slovenia, 7–12 Sep 2025, EMS2025-640, https://doi.org/10.5194/ems2025-640, 2025.