{"id":60,"date":"2017-07-01T13:43:04","date_gmt":"2017-07-01T13:43:04","guid":{"rendered":"http:\/\/wp.df.uba.ar\/flip\/?page_id=60"},"modified":"2024-03-09T17:42:17","modified_gmt":"2024-03-09T17:42:17","slug":"fluids","status":"publish","type":"page","link":"http:\/\/wp.df.uba.ar\/flip\/fluids\/","title":{"rendered":"Fluids"},"content":{"rendered":"\n<p class=\"has-text-align-left\"><strong>Hydrodynamic turbulence:<\/strong> Turbulence is at the backbone of the research conducted in FL<em>i<\/em>P. Our group has&nbsp; done a large number of <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;citation_for_view=nPmZQfkAAAAJ:u9iWguZQMMsC\" target=\"_blank\" rel=\"noreferrer noopener\">massive direct numerical simulations<\/a> (DNS) of homogeneous and isotropic turbulence, to study <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;cstart=20&amp;pagesize=80&amp;citation_for_view=nPmZQfkAAAAJ:f2IySw72cVMC\" target=\"_blank\" rel=\"noreferrer noopener\">intermittency<\/a>, <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;cstart=100&amp;pagesize=100&amp;citation_for_view=nPmZQfkAAAAJ:GtLg2Ama23sC\" target=\"_blank\" rel=\"noreferrer noopener\">mixing, turbulent diffusion, and transport<\/a>. Some of the simulations were performed using over 100,000 processors in different supercomputers, using codes developed by our group, such as <a href=\"https:\/\/wp.df.uba.ar\/mininni\/ghost\/\" target=\"_blank\" rel=\"noreferrer noopener\">GHOST<\/a> (freely available on <a href=\"https:\/\/github.com\/pmininni\/GHOST\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub<\/a>), and other codes developed by <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S016781910100120X\" target=\"_blank\" rel=\"noreferrer noopener\">Pablo Dmitruk<\/a> and Pablo Mininni. We collaborate in the development of <a href=\"https:\/\/www.vapor.ucar.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">visualization software<\/a> for massive simulations of turbulence. Also, our group has studied and implemented <a href=\"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10915-010-9428-4.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">subgrid and regularization models<\/a> for the Navier-Stokes equation and for isotropic and homogeneous turbulence.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"329\" height=\"254\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2017\/07\/vortextube2.jpg\" alt=\"\" class=\"wp-image-77\" style=\"width:666px;height:515px\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2017\/07\/vortextube2.jpg 329w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2017\/07\/vortextube2-300x232.jpg 300w\" sizes=\"auto, (max-width: 329px) 100vw, 329px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p class=\"has-text-align-left\"><strong>Particle dispersion:<\/strong> We study particle dispersion in laboratory experiments and in numerical simulations of hydrodynamic turbulence, with special interest in the development of stochastic models for <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;cstart=100&amp;pagesize=100&amp;citation_for_view=nPmZQfkAAAAJ:uSQurnFbQXsC\">s<\/a><a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;cstart=100&amp;pagesize=100&amp;citation_for_view=nPmZQfkAAAAJ:uSQurnFbQXsC\" target=\"_blank\" rel=\"noreferrer noopener\">ingle-particle dispersion in isotropic and homogeneous turbulence<\/a>, as well as in <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=nPmZQfkAAAAJ:VU60ks20i7sC\" target=\"_blank\" rel=\"noreferrer noopener\">atmospheric flows<\/a>. Studies of particles transported by turbulent flows include the development of particle tracking techniques in the laboratory, of instrumented particles, of <a href=\"https:\/\/journals.aps.org\/prfluids\/abstract\/10.1103\/PhysRevFluids.4.074805\" target=\"_blank\" rel=\"noreferrer noopener\">floaters in free surface flows<\/a>, as well as of <a href=\"http:\/\/iopscience.iop.org\/article\/10.1088\/1367-2630\/10\/12\/125007\/meta\" target=\"_blank\" rel=\"noreferrer noopener\">visualization methods<\/a> for numerical and experimental data. Applications include the study of <a href=\"https:\/\/www.nature.com\/articles\/s43247-023-01074-z\" data-type=\"link\" data-id=\"https:\/\/www.nature.com\/articles\/s43247-023-01074-z\">particles in volcanic clouds<\/a>, and <a href=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.132.104005\" data-type=\"link\" data-id=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.132.104005\">particle clustering in unsteady turbulence<\/a>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"757\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/particles-1024x757.jpg\" alt=\"\" class=\"wp-image-124\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/particles-1024x757.jpg 1024w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/particles-300x222.jpg 300w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/particles-768x568.jpg 768w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/particles-150x111.jpg 150w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/particles.jpg 1290w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p><strong>von K\u00e1rm\u00e1n flows:<\/strong> We study particle-laden von K\u00e1rm\u00e1n flows in&nbsp; laboratory experiments, and compare their properties with direct numerical simulations of Taylor-Green flows, to build a <a href=\"https:\/\/arxiv.org\/abs\/1912.07581\" target=\"_blank\" rel=\"noreferrer noopener\">comprehensive database of particle dynamics in turbulence<\/a>. Experimental measurement methods include particle image velocimetry (PIV) and particle tracking velocimetry (PTV), while numerical modeling of particles is done using <a href=\"https:\/\/wp.df.uba.ar\/mininni\/ghost\/\" target=\"_blank\" rel=\"noreferrer noopener\">GHOST.<\/a> For videos of the experiments, visit our <a href=\"https:\/\/www.youtube.com\/@flip_fluids\" target=\"_blank\" rel=\"noreferrer noopener\">YouTube channel<\/a>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"855\" height=\"1024\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/01\/VK-855x1024.jpg\" alt=\"\" class=\"wp-image-115\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/01\/VK-855x1024.jpg 855w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/01\/VK-250x300.jpg 250w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/01\/VK-768x920.jpg 768w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/01\/VK-125x150.jpg 125w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/01\/VK.jpg 1194w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p class=\"has-text-align-left\"><strong>Surface wave turbulence:<\/strong> We study surface wave turbulence in laboratory experiments, and characterize <a href=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.107.214503\" target=\"_blank\" rel=\"noreferrer noopener\">wave turbulence regimes<\/a> using techniques developed specifically for this problem by Pablo Cobelli and collaborators, such as <a href=\"https:\/\/link.springer.com\/article\/10.1007%2Fs00348-009-0611-z?LI=true\" target=\"_blank\" rel=\"noreferrer noopener\">Fourier transform profilometry,<\/a> as well as other techniques as, e.g., particle image velocimetry and particle tracking velocimetry. These techniques allow us to measure the spatio-temporal spectrum, as well as other properties of the linear and non-linear waves in the flow. Recently we established a relation between <a href=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.132.094001\" data-type=\"link\" data-id=\"https:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.132.094001\">surface wave turbulence and critical phenomena through conformal invariance<\/a>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"453\" height=\"309\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2017\/07\/IMG_0420-1024x768-e1517104372291.jpg\" alt=\"\" class=\"wp-image-81\" style=\"width:670px;height:457px\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2017\/07\/IMG_0420-1024x768-e1517104372291.jpg 453w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2017\/07\/IMG_0420-1024x768-e1517104372291-300x205.jpg 300w\" sizes=\"auto, (max-width: 453px) 100vw, 453px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p class=\"has-text-align-left\"><strong>Two dimensional flows: <\/strong>Two dimensional flows display an <em>inverse cascade<\/em> of energy: energy is transferred from small to large scales, resulting in the growth of large-scale structures and in a self-organization process. Although a simplification of more complex flows, two dimensional turbulence provides insight into the dynamics of atmospheric, oceanic, and space physics flows. Our group has studied the <a href=\"https:\/\/www.researchgate.net\/profile\/P_Dmitruk\/publication\/241362555_Numerical_study_of_the_decay_of_enstrophy_in_a_two-dimensional_Navier-Stokes_fluid_in_the_limit_of_very_small_viscosities\/links\/547891210cf293e2da2b2770.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">decay of enstrophy in two-dimensional flows<\/a>, <a href=\"https:\/\/arxiv.org\/pdf\/1302.2988.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">inverse cascades in these flows<\/a>, and <a href=\"https:\/\/arxiv.org\/pdf\/1110.1763.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">turbulence in quasi-geostrophic flows<\/a>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"462\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/2DsimMHD-e1517106699217.jpg\" alt=\"\" class=\"wp-image-89\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/2DsimMHD-e1517106699217.jpg 700w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/2DsimMHD-e1517106699217-300x198.jpg 300w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p class=\"has-text-align-left\"><strong>Rotating flows: <\/strong>Rotation plays a central role at the largest-scales of geophysical and planetary flows. Flows in a rotating frame transfer energy preferentially towards two-dimensional modes, developing strong anisotropy and column-like structures. Among other studies, our group is interested in the <a rel=\"noopener noreferrer\" href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;citation_for_view=nPmZQfkAAAAJ:abG-DnoFyZgC\" target=\"_blank\">effect of rotation in helical and non-helical flows<\/a>, the recovery of isotropy at small scales in a simulation or rotating turbulence at very large Reynolds number <a rel=\"noopener noreferrer\" href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;cstart=20&amp;pagesize=80&amp;citation_for_view=nPmZQfkAAAAJ:HbR8gkJAVGIC\" target=\"_blank\">using 3072<sup>3<\/sup> grid points<\/a>, and quantified the <a href=\"https:\/\/arxiv.org\/pdf\/1310.4214.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">relevance of inertial waves in rotating turbulence<\/a>.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"381\" height=\"284\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/vorticity-e1517106637702.jpg\" alt=\"\" class=\"wp-image-90\" style=\"width:668px;height:498px\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/vorticity-e1517106637702.jpg 381w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/vorticity-e1517106637702-300x224.jpg 300w\" sizes=\"auto, (max-width: 381px) 100vw, 381px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p class=\"has-text-align-left\"><strong>Stratified flows: <\/strong>Planetary and the Earth&#8217;s atmosphere display layers and stratification, as a result of the effect of gravity and buoyancy forces acting in the flow. Stratification results in the development of pancake-like structures and of vertically-sheared horizontal winds. At intermediate scales in the atmosphere and the oceans, the interplay between rotation and stratification also results in slanted layers in the velocity and the temperature fields. To see what our group does in this field, you can read a study on <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=nPmZQfkAAAAJ:a9-T7VOCCH8C\" target=\"_blank\" rel=\"noopener noreferrer\">intermittency and extreme events in stratified turbulence<\/a> , or the results of a massive simulation of <a href=\"https:\/\/scholar.google.com.ar\/citations?view_op=view_citation&amp;hl=en&amp;user=nPmZQfkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=nPmZQfkAAAAJ:ktX0m338QuYC\" target=\"_blank\" rel=\"noopener noreferrer\">rotating and stratified turbulence<\/a> using 4096<sup>3<\/sup> grid points. Recently we published <a href=\"https:\/\/www.phys.ens.fr\/~alexakis\/redirect_science.html\" data-type=\"link\" data-id=\"https:\/\/www.phys.ens.fr\/~alexakis\/redirect_science.html\">in Science Magazine a study of inverse cascades in rotating and stratified flows<\/a> with realistic atmospheric parameters.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"615\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/cropped-KH1-1024x615.jpg\" alt=\"\" class=\"wp-image-91\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/cropped-KH1-1024x615.jpg 1024w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/cropped-KH1-300x180.jpg 300w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/cropped-KH1-768x461.jpg 768w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2018\/01\/cropped-KH1.jpg 2000w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p><strong>Wall bounded turbulence: <\/strong>FL<em>i<\/em>P! develops and maintains several codes to study turbulence in periodic boundary conditions (as <a href=\"https:\/\/github.com\/pmininni\/GHOST\" target=\"_blank\" rel=\"noreferrer noopener\">GHOST<\/a>), as well as other codes to study wall bounded turbulence. All codes are parallelized and scale well in state of the art supercomputers. <a href=\"https:\/\/github.com\/mfontanaar\/SPECTER\" target=\"_blank\" rel=\"noreferrer noopener\">SPECTER<\/a> is a pseudospectral code to study channel flow and Rayleigh-B\u00e9nard convection, using a novel <a href=\"https:\/\/arxiv.org\/abs\/2002.01392\" target=\"_blank\" rel=\"noreferrer noopener\">Fourier-continuation technique<\/a>. <a href=\"https:\/\/github.com\/pmininni\/SPHERE\" target=\"_blank\" rel=\"noreferrer noopener\">SPHERE<\/a> is another code to study neutral and conducting flows inside spheres, using a purely spectral method with Chandrasekhar-Kendall basis. All codes are publicly available, and work with <a href=\"https:\/\/www.vapor.ucar.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">VAPOR<\/a> for 3D visualization.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"205\" src=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/conv-1024x205.jpg\" alt=\"\" class=\"wp-image-125\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/conv-1024x205.jpg 1024w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/conv-300x60.jpg 300w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/conv-768x154.jpg 768w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/conv-150x30.jpg 150w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2020\/02\/conv.jpg 1457w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p><strong>Atmospheric turbulence:<\/strong> Clear air turbulence is a phenomenon that occurs in the upper troposphere and lower stratosphere (between 8 and 15 km, where most commercial flights take place), and which is not associated with clouds or thunderstorms. This unexpected and difficult-to-predict phenomenon is hazardous for aviation, as is neither visible to pilots nor detectable by standard on-board radars. <a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2022JD037491\" target=\"_blank\" rel=\"noreferrer noopener\">We use high-resolution in situ aircraft measurements to study turbulent coefficients<\/a> such as the turbulent kinetic energy and the dissipation rate, as a way to improve our understanding of atmospheric turbulence. Different techniques to study and characterize anisotropic turbulent transport and mixing at flight level due to stable stratification and rotation also include <a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2021JD035908\" target=\"_blank\" rel=\"noreferrer noopener\">the use of spectral methods, structure functions, and the visualization of the large scale atmospheric scenario using numerical weather forecast models<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"359\" src=\"https:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-1024x359.jpg\" alt=\"\" class=\"wp-image-171\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-1024x359.jpg 1024w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-300x105.jpg 300w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-768x269.jpg 768w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-1536x538.jpg 1536w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-2048x717.jpg 2048w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/cat-150x53.jpg 150w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" \/>\n\n\n\n<p><strong>Physics informed neural networks:<\/strong> Patricio Clark di Leoni and other group members use machine learning and data science methods to study turbulence, <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/pdf\/2301.07769\" target=\"_blank\">Rayleigh-Bernard convection<\/a>, <a href=\"https:\/\/arxiv.org\/pdf\/2210.04849\" target=\"_blank\" rel=\"noreferrer noopener\">particle laden flows<\/a>, and to develop <a rel=\"noreferrer noopener\" href=\"https:\/\/link.springer.com\/article\/10.1140\/epje\/s10189-023-00268-9\" target=\"_blank\">data assimilation methods for fluid dynamics from experimental data<\/a>, with a special emphasis on applications of physics informed neural networks on these topics.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"921\" height=\"479\" src=\"https:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/pinn.jpg\" alt=\"\" class=\"wp-image-193\" srcset=\"http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/pinn.jpg 921w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/pinn-300x156.jpg 300w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/pinn-768x399.jpg 768w, http:\/\/wp.df.uba.ar\/flip\/wp-content\/uploads\/sites\/15\/2023\/05\/pinn-150x78.jpg 150w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Hydrodynamic turbulence: Turbulence is at the backbone of the research conducted in FLiP. Our group has&nbsp; done a large number of massive direct numerical simulations (DNS) of homogeneous and isotropic turbulence, to study intermittency, mixing, turbulent diffusion, and transport. Some of the simulations were performed using over 100,000 processors in different supercomputers, using codes developed &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/wp.df.uba.ar\/flip\/fluids\/\" class=\"more-link\">Continuar leyendo<span class=\"screen-reader-text\"> &#8220;Fluids&#8221;<\/span><\/a><\/p>\n","protected":false},"author":18,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"class_list":["post-60","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/pages\/60","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/comments?post=60"}],"version-history":[{"count":12,"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/pages\/60\/revisions"}],"predecessor-version":[{"id":206,"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/pages\/60\/revisions\/206"}],"wp:attachment":[{"href":"http:\/\/wp.df.uba.ar\/flip\/wp-json\/wp\/v2\/media?parent=60"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}