CINXE.COM

<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "DTD/xhtml1-transitional.dtd"> <html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta http-equiv="Content-Type" content="text/html; charset=UTF-8"/> <meta http-equiv="expires" content="43200"/>   <title>mediaTUM - Medien- und Publikationsserver</title> <meta name="generator" content="mediatum - a multimedia content repository"/> <link rel="icon" type="image/vnd.microsoft.icon" href="/favicon.ico"/> <link rel="apple-touch-icon" sizes="57x57" href="/apple-touch-icon-57x57.png"/> <link rel="apple-touch-icon" sizes="60x60" href="/apple-touch-icon-60x60.png"/> <link rel="apple-touch-icon" sizes="72x72" href="/apple-touch-icon-72x72.png"/> <link rel="apple-touch-icon" sizes="76x76" href="/apple-touch-icon-76x76.png"/> <link rel="apple-touch-icon" sizes="114x114" href="/apple-touch-icon-114x114.png"/> <link rel="apple-touch-icon" sizes="120x120" href="/apple-touch-icon-120x120.png"/> <link rel="apple-touch-icon" sizes="144x144" href="/apple-touch-icon-144x144.png"/> <link rel="apple-touch-icon" sizes="152x152" href="/apple-touch-icon-152x152.png"/> <link rel="apple-touch-icon" sizes="180x180" href="/apple-touch-icon-180x180.png"/> <link rel="icon" type="image/png" href="/favicon-32x32.png" sizes="32x32"/> <link rel="icon" type="image/png" href="/favicon-194x194.png" sizes="194x194"/> <link rel="icon" type="image/png" href="/favicon-96x96.png" sizes="96x96"/> <link rel="icon" type="image/png" href="/android-chrome-192x192.png" sizes="192x192"/> <link rel="icon" type="image/png" href="/favicon-16x16.png" sizes="16x16"/> <meta name="msapplication-TileColor" content="#ffffff"/> <meta name="msapplication-TileImage" content="/mstile-144x144.png"/> <meta name="theme-color" content="#ffffff"/> <link rel="stylesheet" href="/static/css/mediatum.css"/> <script src="/static/js/mediatum.js"></script> <script src="/static/js/jquery-1.12.4.js"></script> <script type="text/javascript" language="javascript">function change_size(){ var searchform = $('#search-form').height(); var cheight = $('#portal-column-content').height()+12; $('#frame-tree').height(cheight-searchform); } $(window).resize(function() { change_size(); }); </script> <meta name="citation_author" content="Komeilizadeh, Koushyar"/> <meta name="citation_dissertation_institution" content="Technische Universität München"/> <meta name="citation_pdf_url" content="https://mediatum.ub.tum.de/doc/1739098/document.pdf"/> <meta name="citation_publication_date" content="2024"/> <meta name="citation_title" content="Tailoring of the Efficient Global Optimization (EGO) Algorithm - Applications for Crashworthiness Problems"/> <meta name="DC.description" content="In this thesis, we propose multiple improvements for “Efficient Global Optimization (EGO)” algorithm with crashworthiness as the main application. The proposed enhancements are based on 1) Observing EGO tendencies, such as placing samples around boundaries. 2) Observing the effect of the complementary kernels or alternative exclusion of the least contributing inputs. 3) The impact of the hyperparameter bound on reducing overfitting. 4) Optimizing for an (almost) active constraint or finding multiple good solutions."/> <meta name="DC.subject" content="TUM School of Engineering and Design"/> <meta name="DC.subject" content="620 Ingenieurwissenschaften"/> <link rel="stylesheet" href="/static/css/mediatum-tum-editor.css"/> </head> <body onload="change_size();"> <div id="visual-portal-wrapper"> <div id="portal-top"> <div class="header header-left"> <script type="application/javascript" src="/static/js/webstat.js"></script> <noscript> <p><img src="https://webstat.srv.tum.de/matomo.php?idsite=78&rec=1" style="border:0;" alt="Matomo Image Tracker"/> </p> </noscript> <ul> <li><a href="/" class="mediatum-link-internal">mediaTUM</a> </li> <li><a href="https://www.ub.tum.de" class="mediatum-link-external">Universitätsbibliothek</a> </li> <li><a href="https://www.tum.de" class="mediatum-link-external">Technische Universität München</a> </li> </ul> </div> <div class="header header-right"><a href="https://tum.de" title="Home tum.de" class="header-logo"><img src="/static/img/logo_tum.png" alt="Logo" width="73" height="38"/></a> </div> </div> <div id="portal-personaltools">Benutzer: Gast <a href="/login" title="Login" class="mediatum-link-mediatum"> <img border="0" height="16" src="/static/img/login.svg"/>Login</a> <div id="language_switch"> <ul> <li><a href="/1732945?show_id=1739098&id=1732945&change_language=de" class="selected_language mediatum-link-mediatum">de</a> </li> <li><a href="/1732945?show_id=1739098&id=1732945&change_language=en" class="mediatum-link-mediatum">en</a> </li> </ul> </div> </div> <div id="content-wrapper"> <div id="mediatum_portal_navtree"> <div id="search-form" class="portlet"><span> <form id="search-box" name="search" action="/"> <input id="search-field" placeholder="Suche in Professur für Computational Mechanics (Prof. Duddeck)" name="query"/> <input id="search-button" value="Suchen" title="Suche starten" type="submit"/> <input type="hidden" name="srcnodeid" value="1732945"/> <input type="hidden" name="id" value="1732945"/> </form></span> </div> <div id="frame-tree" class="portlet"> <nav class="mediatum_portal_tree_subnav"> <ul id="navigationlist"> <li class="lv0"> <div style="padding-left: 0px" class="mediatum_portal_tree_link"><a href="/604993" class="mediatum_portal_tree_active mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">mediaTUM Gesamtbestand</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/1433087" class="mediatum_portal_tree_active mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Hochschulbibliographie</a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1768454" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2025<small> (894)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1732573" class="mediatum_portal_tree_active mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2024<small> (6459)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 18px" class="mediatum_portal_tree_link"><a href="/1732574" class="mediatum_portal_tree_active mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Schools und Fakultäten<small> (5951)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1732841" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM Campus Straubing für Biotechnologie und Nachhaltigkeit<small> (82)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1732675" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Computation, Information and Technology<small> (1199)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1732859" class="mediatum_portal_tree_active mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Engineering and Design<small> (1864)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732894" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Architekturmuseum (Prof. Lepik)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732873" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Astronomische und Physikalische Geodäsie (Prof. Pail)<small> (59)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732881" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Autonomous Aerial Systems (Prof. Ryll)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732878" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Big Geospatial Data Management (Prof. Werner)<small> (15)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732863" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Bodenordnung und Landentwicklung (Prof. de Vries)<small> (32)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732861" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Carbon Composites (Prof. Drechsler)<small> (3)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732877" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Data Science in Earth Observation (Prof. Zhu)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732874" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Deutsches Geodätisches Forschungsinstitut und Lehrstuhl für Geodätische Geodynamik (Prof. Seitz)<small> (140)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732882" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Earth System Modelling (Prof. Boers)<small> (29)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732937" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Elektrische Energiespeichertechnik (Prof. Jossen)<small> (26)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732934" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Elektrische Energieversorgungsnetze (Prof. Tonkoski)<small> (16)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732935" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Energiewandlungstechnik (Prof. Herzog)<small> (11)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732939" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Erneuerbare und Nachhaltige Energiesysteme (Prof. Hamacher)<small> (15)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732887" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Fernerkundungsanwendungen (Prof. Anders)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732869" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Flugsystemdynamik (Prof. Holzapfel)<small> (35)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732864" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Geoinformatik (Prof.Kolbe)<small> (16)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732980" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Grundbau, Bodenmechanik, Felsmechanik und Tunnelbau (Prof. Cudmani)<small> (4)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732931" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Hochspannungs- und Anlagentechnik (Jossen komm.)<small> (3)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732876" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Hubschraubertechnologie (Prof. Yavrucuk)<small> (12)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732888" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Human Spaceflight Technology (Prof. Detrell)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732975" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Hydraulic Engineering (Prof. Rüther)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732884" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Hyperloop (N.N.)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732862" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Ingenieurgeodäsie (Prof. Holst)<small> (13)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732866" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Kartographie und Visuelle Analytik (Prof. Meng)<small> (19)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732872" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Kommunikation und Navigation (N.N.)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732946" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Aerodynamik und Strömungsmechanik (Prof. Adams)<small> (72)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732949" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Akustik mobiler Systeme (Prof. Marburg)<small> (20)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732954" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Angewandte Mechanik (Prof. Rixen)<small> (30)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732927" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Anlagen- und Prozesstechnik (Prof. Klein)<small> (43)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732909" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Architectural Design and Participation (Prof. Kéré)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732914" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Architecture and Timber Construction (Prof. Birk)<small> (6)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732908" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Architekturgeschichte und kuratorische Praxis (Prof. Lepik)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732892" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Architekturinformatik (Prof. Petzold)<small> (9)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732952" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Automatisierung und Informationssysteme (Prof. Vogel-Heuser)<small> (18)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732905" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Baugeschichte, Bauforschung und Denkmalpflege (Prof. von Kienlin)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732978" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Baumechanik (Prof. Müller)<small> (15)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732970" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Bauphysik (Prof. Sedlbauer)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732973" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Bauprozessmanagement (Prof. Nübel)<small> (4)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732957" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Betriebswissenschaften und Montagetechnik (Prof. Reuter)<small> (36)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732903" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Bildende Kunst (Prof. Haase)<small> (3)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732998" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Binder Jetting Technology (Prof. Lowke)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732936" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Bioseparation Engineering (Prof. Berensmeier)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732929" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Bioverfahrenstechnik (Prof. Weuster-Botz)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732985" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Computergestützte Modellierung und Simulation (Prof. Borrmann)<small> (59)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732965" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Cyber-Physical Systems in Production Engineering (Prof. Caccamo)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732989" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Design and Transdisciplinarity (Prof. Diefenthaler)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732930" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Energiesysteme (Prof. Spliethoff)<small> (47)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732890" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Entwerfen und Gestalten (Prof. Graff)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732904" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Entwerfen und Konstruieren (Prof. Nagler)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732956" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Ergonomie (Prof. Bengler)<small> (33)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732921" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Fahrzeugtechnik (Prof. Lienkamp)<small> (45)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732961" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Fördertechnik, Materialfluss, Logistik / Lehrstuhl für Technische Logistik (Prof. Günthner / Prof. Fottner)<small> (21)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732906" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Gebäudetechnologie und klimagerechtes Bauen (Prof. Auer)<small> (3)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732986" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Hangbewegungen (Prof. Krautblatter) (W3 Full)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732932" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Hochleistungs-Umrichtersysteme (Prof. Heldwein)<small> (54)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732979" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Holzbau und Baukonstruktion (Prof. Winter)<small> (38)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732983" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Hydrogeologie (Prof. Einsiedl)<small> (3)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732981" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Hydrologie und Flussgebietsmanagement (Prof. Disse)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732974" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Ingenieurgeologie (Prof. Thuro)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732917" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Integrated Product Design (Prof. Thoring)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732898" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Landschaftsarchitektur und Transformation (Prof. Weilacher)<small> (9)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732897" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Landschaftsarchitektur und Öffentlicher Raum (Prof. Keller)<small> (2)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732958" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Maschinenelemente (Prof. Stahl)<small> (53)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732971" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Massivbau (Prof. Fischer)<small> (94)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732955" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Medizintechnische Materialien und Implantate (Prof. Mela)<small> (10)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732972" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Metallbau (Prof. Mensinger)<small> (30)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732953" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Mikrotechnik und Medizingerätetechnik (Prof. Lüth)<small> (16)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732907" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Nachhaltige Entwicklung von Stadt und Land (Prof. Michaeli)<small> (6)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732922" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Nachhaltige mobile Antriebssysteme (Prof. Jaensch)<small> (20)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732926" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Nukleartechnik (Prof. Macián-Juan)<small> (3)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732943" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Numerische Mechanik (Prof. Wall)<small> (22)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732964" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Produktentwicklung und Leichtbau (Prof. Zimmermann)<small> (14)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732963" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Produktion und Technik in der Medienbranche (Prof. Spanner-Ulmer)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732967" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Produktionstechnik und Energiespeichersysteme (Prof. Daub)<small> (16)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732901" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Raumentwicklung (Prof. Boucsein komm.)<small> (16)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732942" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Regelungstechnik (Prof. Lohmann)<small> (11)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732895" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Restaurierung, Kunsttechnologie und Konservierungswissenschaft (Prof. Danzl)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732919" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Siedlungsstruktur und Verkehrsplanung (Prof. Wulfhorst)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732976" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Siedlungswasserwirtschaft (Prof. Drewes)<small> (31)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732968" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Statik und Dynamik (Prof. Wüchner)<small> (22)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732900" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Städtebau und Wohnungswesen (Prof. Bates/Prof. Krucker)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732896" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Städtische Architektur (Prof. Fink)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732893" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Theorie und Geschichte von Architektur, Kunst und Design (Prof. Erben)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732944" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Thermodynamik (Prof. Wen)<small> (15)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732959" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Umformtechnik und Gießereiwesen (Prof. Volk)<small> (34)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732918" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Verkehrstechnik (Prof. Bogenberger)<small> (40)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732923" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Vernetzte Verkehrssysteme (Prof. Antoniou)<small> (15)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732990" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Werkstoffe und Werkstoffprüfung im Bauwesen (Prof. Gehlen)<small> (8)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732996" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Werkstofftechnik der Additiven Fertigung (Prof. Mayr)<small> (8)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732991" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Werkstoffwissenschaften (Prof. Torgersen)<small> (14)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732960" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Werkzeugmaschinen und Fertigungstechnik (Prof. Zäh)<small> (49)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732938" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Windenergie (Prof. Bottasso)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732993" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl für Zerstörungsfreie Prüfung (Prof. Große)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732977" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lehrstuhl und Prüfamt für Verkehrswegebau (Prof. Freudenstein)<small> (12)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732868" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Luftfahrtsysteme (Prof. Hornung)<small> (10)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732883" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Lunare und Planetare Exploration (Prof. Reiß)<small> (9)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732867" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Methodik der Fernerkundung (Dr. Körner komm.)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732860" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Photogrammetrie und Fernerkundung (Prof. Holst komm.)<small> (8)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732951" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Produktionstechnisches Anwenderzentrum für den Mittelstand (Dipl.-Ing. Schilp)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732915" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Architecture and Design (Prof. Fanelsa)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732916" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Architektur und Konstruktion (Prof. Kuo)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732924" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Autonome Fahrzeugsysteme (Prof. Betz)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732994" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Biopolymermaterialien (Prof. Lieleg)<small> (12)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link_current"><a href="/1732945" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Computational Mechanics (Prof. Duddeck)<small> (11)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732948" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Data-driven Materials Modeling (Prof. Koutsourelakis)<small> (7)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732912" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Digital Fabrication (Prof. Dörfler)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732933" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Energiemanagement-Technologien (Prof. Goebel)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732891" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Entwerfen, Umbau und Denkmalpflege (Prof. Hild)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732988" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Geothermal Technologies (Prof. Drews)<small> (6)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732911" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Green Technologies in Landscape Architecture (Prof. Ludwig)<small> (8)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732992" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Holztechnologie (Prof. van de Kuilen)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732969" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Hydromechanik (Prof. Manhart)<small> (6)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732987" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Immobilienentwicklung (Prof. Zhu)<small> (6)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732902" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Landschaftsarchitektur regionaler Freiräume (Prof. Schöbel-Rutschmann)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732966" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Laser-based Additive Manufacturing (Prof. Wudy)<small> (16)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732947" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Mechanik auf Höchstleistungsrechnern (Prof. Gee)<small> (2)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732997" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Mineral Construction Materials (Prof. Machner)<small> (13)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732950" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Multiscale Modeling of Fluid Materials (Prof. Zavadlav)<small> (4)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732910" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Neuere Baudenkmalpflege (Prof. Putz)<small> (10)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732925" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Planung und Betrieb von Schienenverkehrssystemen (Prof. Weik)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732995" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Plasma-Material-Wechselwirkung (Prof. Neu)<small> (20)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732982" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Risikoanalyse und Zuverlässigkeit (Prof.Straub)<small> (2)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1768021" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Simulation of Additive Manufacturing Processes (Prof. Meier)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732962" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Sportgeräte und Sportmaterialien (Prof. Senner)<small> (6)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732913" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Structural Design (Prof. D'Acunto)<small> (15)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732941" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Strömungsbeeinflussung und Aeroakustik (Prof. Kaltenbach)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732928" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Systembiotechnologie (Prof. Kremling)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732940" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Thermofluiddynamik (Prof. Polifke)<small> (20)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732899" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Urban Design (Prof. Boucsein)<small> (13)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732920" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Professur für Verkehrsverhalten (Prof. Moeckel)<small> (19)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732875" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Raumfahrtmobilität und -antriebe (Prof. Manfletti)<small> (2)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732871" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Raumfahrttechnik (Prof. Holzapfel komm.)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732865" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Satellitengeodäsie (Prof. Hugentobler)<small> (2)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732885" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Spacecraft Systems (Prof. Aliakbargolkar)<small> (22)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732984" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Stiftungslehrstuhl für Energieeffizientes und nachhaltiges Planen und Bauen (Prof. Lang)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732886" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Strukturauslegung in der Luft- und Raumfahrt (Prof. Daoud)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732879" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Sustainable Future Mobility (Prof. Jocher)<small> (5)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732889" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Test und Simulation von Gasturbinen (Prof. Ardey)</a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732870" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">Turbomaschinen und Flugantriebe (Prof. Gümmer)<small> (9)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 30px" class="mediatum_portal_tree_link"><a href="/1732880" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">eAviation (Prof. Daoud komm)<small> (1)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1732999" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Life Sciences<small> (791)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1733093" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Management<small> (263)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1732835" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Medicine and Health<small> (963)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1732575" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Natural Sciences<small> (366)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 24px" class="mediatum_portal_tree_link"><a href="/1733151" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM School of Social Sciences and Technology<small> (443)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 18px" class="mediatum_portal_tree_link"><a href="/1733198" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Integrated Research Centers<small> (121)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 18px" class="mediatum_portal_tree_link"><a href="/1733205" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Zentrale Einrichtungen<small> (387)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1698592" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2023<small> (8176)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1653795" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2022<small> (8758)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1641132" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2021<small> (8950)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1599500" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2020<small> (8191)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1552447" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2019<small> (8868)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1515316" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2018<small> (8659)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1433089" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2017<small> (8689)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1433088" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2016<small> (8832)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580418" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2015<small> (8220)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580417" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2014<small> (7148)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580416" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2013<small> (6755)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580415" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2012<small> (5773)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580414" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2011<small> (5565)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580413" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2010<small> (5427)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580412" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2009<small> (4595)</small></a> </div> </li> <li class="lv2"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1580411" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">2008<small> (4121)</small></a> </div> </li> <li class="lv1"> <div style="padding-left: 12px" class="mediatum_portal_tree_link"><a href="/1192000" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum">1989 - 2007</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/69514" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Elektronische Prüfungsarbeiten</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/1113577" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Open Access Publikationen</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/1481166" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Forschungsdaten</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/1342523" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">TUM.University Press</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/1510382" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Sammlungen </a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/1513355" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Projekte</a> </div> </li> <li class="lv0"> <div style="padding-left: 6px" class="mediatum_portal_tree_link"><a href="/670273" class="mediatum_portal_tree_subnav_link mediatum-link-mediatum mediatum_portal_tree_has_submenu">Einrichtungen</a> </div> </li> </ul> </nav> </div> </div> <div id="portal-column-content"> <div id="portal-breadcrumbs"> <div style="text-align:right; float:right"> <p><a href="/1732945?nodes_per_page=10&show_id=1739098&style=full_standard" title="Dokument-Ansicht" class="view_switch mediatum-link-mediatum"><img src="/static/img/document.svg" class="mediatum-icon-small"/></a><a href="/1732945?nodes_per_page=10&show_id=1739098&style=full_text" title="Textansicht" class="view_switch mediatum-link-mediatum"><img src="/static/img/text.svg" class="mediatum-icon-small"/></a> </p> </div> <div class="mediatum-content-nav-path"><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/1433087" class="breadcrumb-delimiter mediatum-link-mediatum">Hochschulbibliographie</a><a href="/1732573" class="breadcrumb-delimiter mediatum-link-mediatum">2024</a><a href="/1732574" class="breadcrumb-delimiter mediatum-link-mediatum">Schools und Fakultäten</a><a href="/1732859" class="breadcrumb-delimiter mediatum-link-mediatum">TUM School of Engineering and Design</a><a href="/1732945" class="mediatum-link-mediatum">Professur für Computational Mechanics (Prof. Duddeck)</a> </div> </div>   <div id="result-nav"> <table> <tr> <td align="left" valign="top" nowrap=""><a href="/1732945?nodes_per_page=10&result_nav=first"> <div id="mediatum_img_pageleft_end"></div></a><a href="/1732945?nodes_per_page=10&show_id=1739098&result_nav=prev"> <div id="mediatum_img_pageleft"></div></a> </td> <td width="100%" align="center"><a href="javascript: history.back()" class="mediatum-link-mediatum">Zurück</a><br/><a href="/1732945?nodes_per_page=10" class="mediatum-link-mediatum">Zurück zum Anfang der Trefferliste</a><br/><a href="/1739098" class="mediatum-link-mediatum">Dauerhafter Link zum angezeigten Objekt</a> </td> <td align="right" valign="top" nowrap=""><a href="/1732945?nodes_per_page=10&show_id=1739098&result_nav=next"> <div id="mediatum_img_pageright"></div></a><a href="/1732945?nodes_per_page=10&result_nav=last"> <div id="mediatum_img_pageright_end"></div></a> </td> </tr> </table><br/> </div>  <link rel="stylesheet" href="/static/css/childs.css"/> <link rel="stylesheet" href="/static/css/jade_style.css"/> <div class="object_main content_container"> <div class="object_image object_column left"><a href="/doc/1739098/1739098.pdf" target="documentdownload" onclick="vgwPixelCall();" title="Volltext in neuem Fenster öffnen"> <div class="document_thumb"><img src="/thumbnail/1739098"/> </div></a> <div class="document_download"><a href="/download/1739098/1739098.pdf" onclick="vgwPixelCall();" class="mediatum-link-mediatum">Wenn Sie Schwierigkeiten haben, das Dokument zu öffnen, versuchen Sie auch bitte diesen Link</a> </div> </div> <dl class="object_meta object_column"><dt class="mask_label">Originaltitel:</dt> <dd class="mask_value">Tailoring of the Efficient Global Optimization (EGO) Algorithm - Applications for Crashworthiness Problems</dd> <dt class="mask_label">Übersetzter Titel:</dt> <dd class="mask_value">Anpassung des Efficient Global Optimization (EGO) Algorithmus – Anwendungen für Crashsicherheitsprobleme</dd> <dt class="mask_label">Autor:</dt> <dd class="mask_value"><a href="mailto:k.komeilizadeh@tum.de" target="_blank" title="In neuem Fenster anzeigen" class="mediatum-link-external">Komeilizadeh, Koushyar</a><img class="mediatum-icon-small" src="/static/img/email.svg"/></dd> <dt class="mask_label">Jahr:</dt> <dd class="mask_value">2024</dd> <dt class="mask_label">Dokumenttyp:</dt> <dd class="mask_value">Dissertation</dd> <dt class="mask_label">Fakultät/School:</dt> <dd class="mask_value">TUM School of Engineering and Design</dd> <dt class="mask_label">Institution:</dt> <dd class="mask_value">Professur für Computational Mechanics (Prof. Duddeck)</dd> <dt class="mask_label">Betreuer:</dt> <dd class="mask_value">Duddeck, Fabian (Prof. Dr. habil.)</dd> <dt class="mask_label">Gutachter:</dt> <dd class="mask_value">Duddeck, Fabian (Prof. Dr. habil.); Raponi, Elena (Prof. Dr.)</dd> <dt class="mask_label">Sprache:</dt> <dd class="mask_value">en</dd> <dt class="mask_label">Fachgebiet:</dt> <dd class="mask_value">BAU Bauingenieurwesen, Vermessungswesen</dd> <dt class="mask_label">Stichworte:</dt> <dd class="mask_value">Numerical Optimization, Efficient Global Optimization, EGO, hyperparameter, active constraints, overfitting, modified Expected Improvement</dd> <dt class="mask_label">TU-Systematik:</dt> <dd class="mask_value">BAU 005</dd> <dt class="mask_label">Kurzfassung:</dt> <dd class="mask_value"><div id="description_full" style="display:none">In this thesis, we propose multiple improvements for “Efficient Global Optimization (EGO)” algorithm with crashworthiness as the main application. The proposed enhancements are based on 1) Observing EGO tendencies, such as placing samples around boundaries. 2) Observing the effect of the complementary kernels or alternative exclusion of the least contributing inputs. 3) The impact of the hyperparameter bound on reducing overfitting. 4) Optimizing for an (almost) active constraint or finding multiple good solutions.     <a href="#!" title="Text reduzieren" onclick="expandLongMetatext('description'); return false" class="mediatum-link-mediatum">«</a></div><div id="description_more"> In this thesis, we propose multiple improvements for “Efficient Global Optimization (EGO)” algorithm with crashworthiness as the main application. The proposed enhancements are based on 1) Observing EGO tendencies, such as placing samples around boundaries. 2) Observing the effect of the complementary kernels or alternative exclusion of the least contributing inputs. 3) The impact of the hyperparameter bound on reducing overfitting. 4) Optimizing for an (almost) active constraint or finding mult...     <a href="#!" title="gesamten Text zeigen" onclick="expandLongMetatext('description'); return false" class="mediatum-link-mediatum">»</a></div></dd> <dt class="mask_label">Übersetzte Kurzfassung:</dt> <dd class="mask_value"><div id="description-translated_full" style="display:none"> In dieser Arbeit schlagen wir mehrere Verbesserungen für den „Efficient Global Optimization (EGO)“-Algorithmus vor, wobei die Crashsicherheit die Hauptanwendung darstellt. Die vorgeschlagenen Verbesserungen basieren auf 1) der Beobachtung von EGO-Tendenzen, wie z.B. der Platzierung von Stützstellen an Grenzbereichen. 2) Beobachtung der Auswirkungen der komplementären Kerne oder des alternativen Ausschlusses der am wenigsten beitragenden Eingaben. 3) Die Auswirkung der Hyperparametergrenze auf die Reduzierung der Überanpassung. 4) Optimierung bei (fast) aktiver Einschränkung oder zum Finden mehrerer guter Lösungen. Optimierung für eine (fast) aktive Nebenbedingung oder das Finden mehrerer guter Lösungen.     <a href="#!" title="Text reduzieren" onclick="expandLongMetatext('description-translated'); return false" class="mediatum-link-mediatum">«</a></div><div id="description-translated_more"> In dieser Arbeit schlagen wir mehrere Verbesserungen für den „Efficient Global Optimization (EGO)“-Algorithmus vor, wobei die Crashsicherheit die Hauptanwendung darstellt. Die vorgeschlagenen Verbesserungen basieren auf 1) der Beobachtung von EGO-Tendenzen, wie z.B. der Platzierung von Stützstellen an Grenzbereichen. 2) Beobachtung der Auswirkungen der komplementären Kerne oder des alternativen Ausschlusses der am wenigsten beitragenden Eingaben. 3) Die Auswirkung der Hyperparametergrenze auf...     <a href="#!" title="gesamten Text zeigen" onclick="expandLongMetatext('description-translated'); return false" class="mediatum-link-mediatum">»</a></div></dd> <dt class="mask_label">WWW:</dt> <dd class="mask_value"><a href="https://mediatum.ub.tum.de/?id=1739098" target="_blank" title="In neuem Fenster anzeigen" class="mediatum-link-external">https://mediatum.ub.tum.de/?id=1739098</a></dd> <dt class="mask_label">Eingereicht am:</dt> <dd class="mask_value">18.04.2024</dd> <dt class="mask_label">Mündliche Prüfung:</dt> <dd class="mask_value">06.12.2024</dd> <dt class="mask_label">Dateigröße:</dt> <dd class="mask_value">36334222 bytes</dd> <dt class="mask_label">Seiten:</dt> <dd class="mask_value">201</dd> <dt class="mask_label">Urn (Zitierfähige URL):</dt> <dd class="mask_value"><a href="https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20241206-1739098-0-4" target="_blank" title="In neuem Fenster anzeigen" class="mediatum-link-external">https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20241206-1739098-0-4</a></dd> <dt class="mask_label">Letzte Änderung:</dt> <dd class="mask_value">23.01.2025</dd> <dt class="action_icon"><a href="/export/1739098/bibtex" target="bibtexdocument" title="BibTeX Informationen in neuem Fenster öffnen" class="mediatum-link-mediatum"><img src="/static/img/bibtex.gif" class="mediatum-icon-small"/> BibTeX</a> </dt> </dl>  <div class="clear"></div> </div> <div class="clear"></div>  <div id="paths"><b>Vorkommen:</b><br/> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/69514" class="breadcrumb-delimiter mediatum-link-mediatum">Elektronische Prüfungsarbeiten</a><a href="/603787" class="breadcrumb-delimiter mediatum-link-mediatum">School</a><a href="/1631371" class="mediatum-link-mediatum">TUM School of Engineering and Design</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/69514" class="breadcrumb-delimiter mediatum-link-mediatum">Elektronische Prüfungsarbeiten</a><a href="/603786" class="breadcrumb-delimiter mediatum-link-mediatum">Fachgebiet</a><a href="/603832" class="mediatum-link-mediatum">Technische Mechanik, Technische Thermodynamik, Technische Akustik</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/1433087" class="breadcrumb-delimiter mediatum-link-mediatum">Hochschulbibliographie</a><a href="/1732573" class="breadcrumb-delimiter mediatum-link-mediatum">2024</a><a href="/1732574" class="breadcrumb-delimiter mediatum-link-mediatum">Schools und Fakultäten</a><a href="/1732859" class="breadcrumb-delimiter mediatum-link-mediatum">TUM School of Engineering and Design</a><a href="/1732945" class="mediatum-link-mediatum">Professur für Computational Mechanics (Prof. Duddeck)</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/670273" class="breadcrumb-delimiter mediatum-link-mediatum">Einrichtungen</a><a href="/670274" class="breadcrumb-delimiter mediatum-link-mediatum">Schools </a><a href="/1631378" class="breadcrumb-delimiter mediatum-link-mediatum">TUM School of Engineering and Design</a><a href="/670508" class="breadcrumb-delimiter mediatum-link-mediatum">Prüfungsarbeiten</a><a href="/680889" class="mediatum-link-mediatum">Dissertationen</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/69514" class="breadcrumb-delimiter mediatum-link-mediatum">Elektronische Prüfungsarbeiten</a><a href="/603786" class="breadcrumb-delimiter mediatum-link-mediatum">Fachgebiet</a><a href="/603790" class="mediatum-link-mediatum">Bauingenieurwesen, Vermessungswesen</a> </li> </ul> </div>  </div> <div style="clear:both;"></div> </div> <div style="clear:both"></div> <div id="footer"><span class="footer_left"><a href="mailto:mediatum@ub.tum.de" class="customcontent mediatum-link-external">mediatum@ub.tum.de</a><a href="/?item=604993_15.html" class="customcontent mediatum-link-internal">Kontakt</a><a href="/?item=604993_17.html" class="customcontent mediatum-link-internal">Über mediaTUM</a><a href="/?item=604993_14.html" class="customcontent mediatum-link-internal">Hilfe</a></span><span class="footer_right"><a href="/?item=604993_12.html" class="customcontent mediatum-link-internal">Nutzungsrechte</a><a href="/?item=604993_9.html" class="customcontent mediatum-link-internal">Datenschutz</a><a href="/?item=604993_18.html" class="customcontent mediatum-link-internal">Barrierefreiheit</a><a href="https://www.ub.tum.de/impressum" class="customcontent mediatum-link-external">Impressum</a></span> </div> </div> </body> </html>