Sometimes, we might want to run a single program with many input files. For example, if we want to resize or crop a large number of photos to the same dimensions. The long way would be to open the first file in a photo editing program and manually resize it, then open the next one, do it again and so on. But, of course we are faster if we automate the task and, most important, use multiple processor cores for parallel processing. Certainly, there are specialized software tools that will do a batch resizing of images for you (most likely not in parallel, though). However, here I will demonstrate a structured and flexible way of applying a program to multiple files in parallel on the command line in a Linux environment using xargs.
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Published: Cold Pool Dynamics Shape the Response of Extreme Rainfall Events to Climate Change
I’m happy to announce that we just published another article about the response of small-scale convective precipitation extremes to a warming atmosphere in JAMES.
Abstract
There is increasing evidence that local rainfall extremes can increase with warming at a higher rate than expected from the Clausius-Clapeyron (CC) relation. The exact mechanisms behind this super-CC scaling phenomenon are still unsolved. Recent studies highlight invigorated local dynamics as a contributor to enhanced precipitation rates with warming. Here, cold pools play an important role in the process of organization and deepening of convective clouds. Another known effect of cold pools is the amplification of low-level moisture variability. Yet, how these processes respond to climatic warming and how they relate to enhanced precipitation rates remains largely unanswered. Unlike other studies which use rather simple approaches mimicking climate change, we present a much more comprehensive set of experiments using a high-resolution large eddy simulation (LES) model. We use an idealized but realistically forced case setup, representative for conditions with extreme summer precipitation in midlatitudes. Based on that, we examine how a warmer atmosphere under the assumption of constant and varying relative humidity, lapse rate changes and enhanced large-scale dynamics influence precipitation rates, cold pool dynamics, and the low-level moisture field. Warmer conditions generally lead to larger and more intense events, accompanied by enhanced cold pool dynamics and a concurring moisture accumulation in confined regions. The latter are known as preferred locations for new convective events. Our results show that cold pool dynamics play an increasingly important role in shaping the response of local precipitation extremes to global warming, providing a potential mechanism for super-CC behavior as subject for future research.
Lochbihler, K., Lenderink, G., & Siebesma, A. P. (2021). Cold pool dynamics shape the response of extreme rainfall events to climate change. Journal of Advances in Modeling Earth Systems, 13. https://doi.org/10.1029/2020MS002306
Published: Response of Extreme Precipitating Cell Structures to Atmospheric Warming
Good news! Recently, we published (open access) another article about the response of extreme precipitation to atmospheric warming.
Abstract
With increasing temperatures, it is likely that precipitation extremes increase as well. While, on larger spatial and longer temporal scales, the amplification of rainfall extremes often follows the Clausius‐Clapeyron relation, it has been shown that local short‐term convective precipitation extremes may well exceed the Clausius‐Clapeyron rate of around 6.5%/K. Most studies on this topic have focused exclusively on the intensity aspect, while only few have examined (with contradictory results) how warmer and moister conditions modulate the spatial characteristics of convective precipitation extremes and how these connect to increased intensities. Here we study this relation by using a large eddy simulation model. We simulate one diurnal cycle of heavy convective precipitation activity based on a realistic observation‐based strongly forced case setup. Systematically perturbed initial conditions of temperature and specific humidity enable an examination of the response of intensities and spatial characteristics of the precipitation field over an 8° dew point temperature range. We find that warmer and moister conditions result in an overall increase of both intensities and spatial extent of individual rain cells. Colder conditions favor the development of many but smaller rain cells. Under warmer conditions, we find a reduced number of individual cells, but their size significantly grows along with an increase of intensities over a large part of a rain cell. Combined, these factors lead to larger and more intense rain cells that can produce up to almost 20% more rain per degree warming and therefore have a large impact.
Lochbihler, K., Lenderink, G., & Siebesma, A. P. ( 2019). Response of extreme precipitating cell structures to atmospheric warming. Journal of Geophysical Research: Atmospheres, 124, 6904– 6918. https://doi.org/10.1029/2018JD029954
Published: The spatial extent of rainfall events and its relation to precipitation scaling
I’m glad to announce that my first paper was published in Geophysical Research Letters. A link to the official GRL page is at the bottom of this post. You can also find it in the TU Delft repository.
Abstract
Observations show that subdaily precipitation extremes increase with dew point temperature at a rate exceeding the Clausius-Clapeyron (CC) relation. The understanding of this so-called super CC scaling is still incomplete, and observations of convective cell properties could provide important information. Here the size and intensity of rain cells are investigated by using a tracking of rainfall events in high-resolution radar data. Higher intensities are accompanied by larger rainfall areas. However, whereas small rain cells mainly follow CC scaling, larger cells display super CC behavior. Even more, for dew point exceeding 15°C, the rain cell size has to increase in order to sustain super CC scaling and a remarked increase in rain cell area is found. Our results imply that the source area of moisture, the cloud size, and the degree of mesoscale organization play key roles in the context of a warming climate.
Lochbihler, K., G. Lenderink, and A. P. Siebesma (2017), The spatial extent of rainfall events and its relation to precipitation scaling, Geophys. Res. Lett., 44, 8629–8636, doi:10.1002/2017GL074857.