{"id":69,"date":"2023-04-17T13:35:00","date_gmt":"2023-04-17T13:35:00","guid":{"rendered":"https:\/\/f-schmitz.net\/benedikt\/?page_id=69"},"modified":"2024-04-16T10:59:05","modified_gmt":"2024-04-16T10:59:05","slug":"tnsa-liquid-leaf","status":"publish","type":"page","link":"https:\/\/f-schmitz.net\/benedikt\/projekte-projects\/tnsa-liquid-leaf\/","title":{"rendered":"TNSA Liquid Leaf"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"69\" class=\"elementor elementor-69\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6b5a5061 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b5a5061\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-448bc4ab\" data-id=\"448bc4ab\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-39a7b296 elementor-widget elementor-widget-heading\" data-id=\"39a7b296\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Eckdaten<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c255a5c elementor-widget elementor-widget-text-editor\" data-id=\"5c255a5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Zeit: 01\/2019 \u2013 03\/2023<\/li><li>An der TU Darmstadt, TEMF, Prof. Boine-Frankenheim<\/li><li>Teil der Forschung zur Dissertation<\/li><li>Fokus:<ul><li>Particle-In-Cell Simulation (mit <a href=\"https:\/\/smileipic.github.io\/Smilei\/index.html\">smilei<\/a>)<\/li><li>Hochleistungsrechnen (auf <a href=\"https:\/\/hpc.gsi.de\/virgo\/preface.html\">Virgo<\/a>)<\/li><li>KI gest\u00fctze Modellierung (mit <a href=\"https:\/\/keras.io\/\">Keras<\/a> und <a href=\"https:\/\/www.tensorflow.org\/\">Tensorflow<\/a>)<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40d6673a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"40d6673a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e882f51 elementor-widget elementor-widget-heading\" data-id=\"2e882f51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Ergebnisse<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-290465c2 elementor-widget elementor-widget-text-editor\" data-id=\"290465c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dieses Projekt resultierte in mehreren Publikationen:<\/p><ul><li>Ein peer-reviewed Artikel (akzeptiert) <\/li><li>Datenrepository zur Modellierung von H2O\/D2O Targets<\/li><li>KI Modell zur Vorhersage und Optimierung<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-39cf66e5\" data-id=\"39cf66e5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7cba11f2 elementor-widget elementor-widget-heading\" data-id=\"7cba11f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">BESCHREIBUNG<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b36d771 elementor-widget elementor-widget-text-editor\" data-id=\"7b36d771\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Das Ziel dieses Projektes ist die Bestimmung eines Surrogat Models f\u00fcr Experimente mit H2O\/D2O Liquid Leaf Targets.<\/p><p>Im Rahmen dieses Projektes wurden extensive PIC Simulationen durchgef\u00fchrt um den Beschleunigungsprozess (TNSA) innerhalb eines Plasmas zu verstehen und die beschleunigten Spektren vor her zu sagen.\u00a0<\/p><p>Die Simulationen sind von reduzierter Ordnung. Dies bedeutet, dass gewisse Effekte nicht mit ber\u00fccksichtigt werden k\u00f6nnen. Entgegen dieser Einschr\u00e4nkung sind gewisse Effekte, wie der von mehreren Teilchenspezies oder Winkelabh\u00e4ngigkeit des einfallenden Laserlichts konnten reproduziert werden. <\/p><p>Aus den Simulationen wurde mit Hilfe von K\u00fcnstlichen Neuronalen zwei sich gegenseitig unterst\u00fctzende Surrogatmodelle erzeugt. <br \/>F\u00fcr diese Modelle wurde gezeigt dass Optimierung m\u00f6glich ist und dass es nicht triviale Optima gibt. <br \/>Einige Beispiele sind in der Publikation gegeben.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18405012 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18405012\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-677f8797\" data-id=\"677f8797\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6480aef1 elementor-widget elementor-widget-heading\" data-id=\"6480aef1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">META<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c606570 elementor-widget elementor-widget-text-editor\" data-id=\"3c606570\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Time: 01\/2019 \u2013 30\/2023<\/li><li>At TU Darmstadt, TEMF, Prof. Boine-Frankenheim<\/li><li>Part of my PhD research<\/li><li>Focus:<ul><li>Particle-In-Cell Simulations (with <a href=\"https:\/\/smileipic.github.io\/Smilei\/index.html\">smilei<\/a>)<\/li><li>High Performance Computing (using <a href=\"https:\/\/hpc.gsi.de\/virgo\/preface.html\">Virgo<\/a>)<\/li><li>AI supported modeling (using <a href=\"https:\/\/keras.io\/\">Keras<\/a> and <a href=\"https:\/\/www.tensorflow.org\/\">Tensorflow<\/a>)<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51246fd2 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"51246fd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6440009a elementor-widget elementor-widget-heading\" data-id=\"6440009a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">DEliverables<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28043bad elementor-widget elementor-widget-text-editor\" data-id=\"28043bad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The project resultet in several deliverables:<\/p><ul><li>A peer-reviewed article which is already accepted for publication<\/li><li>Datarepsitory for the modelling of H2O\/D2O targets<\/li><li>AI model for the prediction and optimization of experimental parameters<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-2291b3ad\" data-id=\"2291b3ad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4947fa1d elementor-widget elementor-widget-heading\" data-id=\"4947fa1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Description<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab8b2d6 elementor-widget elementor-widget-text-editor\" data-id=\"ab8b2d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This project aims to determine a surrogate model for experiments with H2O\/D2O liquid leaf targets.<\/p><p>The aim of this project is to determine a surrogate model for experiments with H2O\/D2O liquid leaf targets.<br \/>Within this project extensive PIC simulations were performed to understand the acceleration process (TNSA) within a plasma and to predict the accelerated spectra.<br \/>The simulations are of reduced order. This means that certain effects cannot be taken into account. Contrary to this limitation, certain effects, such as that of several particle species or angular dependence of the incident laser light, could be reproduced.<br \/>Two mutually supporting surrogate models were generated from the simulations with the aid of artificial neurons. <br \/>For these models it was shown that optimization is possible and that there are non-trivial optima. <br \/>Some examples are given in the corresponding publication.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-185fdd78 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"185fdd78\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64dede7c\" data-id=\"64dede7c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76d07442 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"76d07442\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33738980 elementor-widget elementor-widget-image-gallery\" data-id=\"33738980\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-1' class='gallery galleryid-69 gallery-columns-4 gallery-size-thumbnail'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"33738980\" data-elementor-lightbox-title=\"PICdummy\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NzUsInVybCI6Imh0dHBzOlwvXC9mLXNjaG1pdHoubmV0XC9iZW5lZGlrdFwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDRcL0thY2hlbExpcXVpZExlYWYucG5nIiwic2xpZGVzaG93IjoiMzM3Mzg5ODAifQ%3D%3D\" href='https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf.png'><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf-150x150.png\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-75\" srcset=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf-150x150.png 150w, https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf-300x300.png 300w, https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf-1024x1024.png 1024w, https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf-768x768.png 768w, https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2023\/04\/KachelLiquidLeaf.png 1181w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-1-75'>\n\t\t\t\tPICdummy\n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"33738980\" data-elementor-lightbox-title=\"Angledependency of energy absorption\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDAyLCJ1cmwiOiJodHRwczpcL1wvZi1zY2htaXR6Lm5ldFwvYmVuZWRpa3RcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC8yODY4MTEyLmZpZ18uMDAxMS5wbmciLCJzbGlkZXNob3ciOiIzMzczODk4MCJ9\" data-elementor-lightbox-description=\"Comparison of the Simulation with the theoretical model of Cui et al. \nNot only the energy absorption is listed, but also the maximum particle energy, correlating these quantities.\" href='https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.0011.png'><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.0011-150x150.png\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-402\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-1-402'>\n\t\t\t\tSimulation results combined with the theoretical model of Cui et al. \n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"33738980\" data-elementor-lightbox-title=\"Sobol total variation\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDAzLCJ1cmwiOiJodHRwczpcL1wvZi1zY2htaXR6Lm5ldFwvYmVuZWRpa3RcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC8yODY4MTEyLmZpZ18uMDA3YS5wbmciLCJzbGlkZXNob3ciOiIzMzczODk4MCJ9\" data-elementor-lightbox-description=\"Total variation of one surrogate model for the cut-off energy. \" href='https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.007a.png'><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.007a-150x150.png\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-403\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-1-403'>\n\t\t\t\tTotal variation of one surrogate model for the cut-off energy. \n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"33738980\" data-elementor-lightbox-title=\"Sobol first and second order\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDA0LCJ1cmwiOiJodHRwczpcL1wvZi1zY2htaXR6Lm5ldFwvYmVuZWRpa3RcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC8yODY4MTEyLmZpZ18uMDA3Yi5wbmciLCJzbGlkZXNob3ciOiIzMzczODk4MCJ9\" data-elementor-lightbox-description=\"Total variation of one surrogate model for the cut-off energy. \" href='https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.007b.png'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.007b-150x150.png\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" aria-describedby=\"gallery-1-404\" \/><\/a>\n\t\t\t<\/div>\n\t\t\t\t<figcaption class='wp-caption-text gallery-caption' id='gallery-1-404'>\n\t\t\t\tGraphical display of the first and second order Sobol&#8216; indices. \n\t\t\t\t<\/figcaption><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"33738980\" data-elementor-lightbox-title=\"Initial spectra\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDA1LCJ1cmwiOiJodHRwczpcL1wvZi1zY2htaXR6Lm5ldFwvYmVuZWRpa3RcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC8yODY4MTEyLmZpZ18uMDA2YS5wbmciLCJzbGlkZXNob3ciOiIzMzczODk4MCJ9\" data-elementor-lightbox-description=\"Total variation of one surrogate model for the cut-off energy. \" href='https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.006a.png'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.006a-150x150.png\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"33738980\" data-elementor-lightbox-title=\"Optimized spectra\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDA2LCJ1cmwiOiJodHRwczpcL1wvZi1zY2htaXR6Lm5ldFwvYmVuZWRpa3RcL3dwLWNvbnRlbnRcL3VwbG9hZHNcLzIwMjRcLzA0XC8yODY4MTEyLmZpZ18uMDA2Yi5wbmciLCJzbGlkZXNob3ciOiIzMzczODk4MCJ9\" data-elementor-lightbox-description=\"Total variation of one surrogate model for the cut-off energy. \" href='https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.006b.png'><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/f-schmitz.net\/benedikt\/wp-content\/uploads\/2024\/04\/2868112.fig_.006b-150x150.png\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a356de9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5a356de9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b63777b elementor-widget elementor-widget-heading\" data-id=\"6b63777b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Links und Referenzen \/ Links and References<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a0ca041 elementor-widget elementor-widget-text-editor\" data-id=\"1a0ca041\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li><p>B. Schmitz, D. Kreuter<br \/><a href=\"https:\/\/tudatalib.ulb.tu-darmstadt.de\/handle\/tudatalib\/3829\">Particle In Cell Simulations for a Liquid Leaf Target Experiment<\/a><br \/>Dataset, <a href=\"https:\/\/git.rwth-aachen.de\/surrogat-models\/liquid-jet-data\">corresponding Gitlab<\/a><\/p><\/li><li><p>\u00a0B. Schmitz, D. Kreuter<br \/><a href=\"https:\/\/tudatalib.ulb.tu-darmstadt.de\/handle\/tudatalib\/3828\">Modeling a Liquid Leaf Target Experiment<\/a><br \/>Modeling Scripts, <a href=\"https:\/\/git.rwth-aachen.de\/surrogat-models\/liquid-leaf-modeling-scripts\">corresponding Gitlab<\/a><\/p><\/li><li>B. <span dir=\"ltr\" role=\"presentation\">Schmitz, D. Kreuter, and O. Boine-Frankenheim<br \/><a href=\"https:\/\/doi.org\/10.1155\/2023\/2868112\">Modeling of a Liquid Leaf Target TNSA<\/a><\/span> <span dir=\"ltr\" role=\"presentation\"><a href=\"https:\/\/doi.org\/10.1155\/2023\/2868112\">Experiment using Particle-In-Cell Simulations and Deep Learning<\/a><br \/><\/span><i>Laser and Particle Beams<\/i>, vol. 2023, Article ID 2868112, 22 pages, 2023.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-24dfd63a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"24dfd63a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1dffdbd8\" data-id=\"1dffdbd8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Eckdaten Zeit: 01\/2019 \u2013 03\/2023 An der TU Darmstadt, TEMF, Prof. Boine-Frankenheim Teil der Forschung zur Dissertation Fokus: Particle-In-Cell Simulation (mit smilei) Hochleistungsrechnen (auf Virgo) KI gest\u00fctze Modellierung (mit Keras und Tensorflow) Ergebnisse Dieses Projekt resultierte in mehreren Publikationen: Ein peer-reviewed Artikel (akzeptiert) Datenrepository zur Modellierung von H2O\/D2O Targets KI Modell zur Vorhersage und Optimierung [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":33,"menu_order":75,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-69","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/pages\/69","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/comments?post=69"}],"version-history":[{"count":16,"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/pages\/69\/revisions"}],"predecessor-version":[{"id":409,"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/pages\/69\/revisions\/409"}],"up":[{"embeddable":true,"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/pages\/33"}],"wp:attachment":[{"href":"https:\/\/f-schmitz.net\/benedikt\/wp-json\/wp\/v2\/media?parent=69"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}