{"id":8044,"date":"2015-01-27T16:29:44","date_gmt":"2015-01-27T15:29:44","guid":{"rendered":"http:\/\/www.h-its.org\/?p=8044"},"modified":"2019-08-05T10:55:34","modified_gmt":"2019-08-05T08:55:34","slug":"uncertainty-quantification-and-high-performance-computing","status":"publish","type":"hits-project","link":"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/","title":{"rendered":"Uncertainty Quantification and High-Performance Computing"},"content":{"rendered":"\n<h2 class=\"western wp-block-heading\">Aims &amp; Objectives<\/h2>\n\n\n\n<p class=\"western\"><span lang=\"en-US\">The increasing demand on the quality and reliability of numerical simulations of physical problems results in an increasing complexity of mathematical models. Especially, the knowledge for the description and definition of model relevant parameters often cannot be assumed to be available in a deterministic way. There are often uncertainties involved, which can arise for example by inexact measurements or modelling assumptions. This makes the development of appropriate and efficient numerical solution methods a crucial task.<\/span><\/p>\n\n\n\n<p class=\"western\"><span lang=\"en-US\">The focus of this project is the development of parallel numerical methods for uncertainty propagation in partial differential equations (PDEs) using Polynomial Chaos and stochastic Galerkin projection. The spatial components of the PDEs considered are discretized by Finite-Elements giving rise to the Spectral-Stochastic-Finite-Element-Method (SSFEM). PDEs ranging from linear elliptic type to the incompressible Navier-Stokes equations in steady and unsteady formulation serve as applications based on probability models for the corresponding uncertain parameters. Most attention is devoted to the development of parallel<\/span>&lt;span&#8220;&gt;<span lang=\"en-US\"> numerical methods for the efficient solution of the associated discretized systems. Parallelization is carried out in the stochastic domain, the spatial domain and temporal domain using distributed and shared memory approaches.<\/span><\/p>\n\n\n\n<h2 class=\"western wp-block-heading\">Research Topics<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li class=\"western\">MPI parallelization for stochastic Galerkin projection<\/li><li class=\"western\">Hierarchical multilevel solvers<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li class=\"western\">OpenMP parallelization<\/li><li class=\"western\">Parallelization of stochastic preconditioners for Navier-Stokes<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">People<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"mailto:chen.song@h-its.org\">Chen Song<\/a><\/li><li><a href=\"mailto:vincent.heuveline@h-its.org\">Vincent Heuveline<\/a><\/li><\/ul>\n","protected":false},"author":6,"featured_media":38864,"template":"","hits-research-group":[1290],"hits-project-category":[1397],"class_list":["post-8044","hits-project","type-hits-project","status-publish","has-post-thumbnail","hentry","hits-research-group-dmq-de","hits-project-category-active-projects-de"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Uncertainty Quantification and High-Performance Computing - HITS gGmbH<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Uncertainty Quantification and High-Performance Computing - HITS gGmbH\" \/>\n<meta property=\"og:description\" content=\"Aims &amp; Objectives The increasing demand on the quality and reliability of numerical simulations of physical problems results in an increasing ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/\" \/>\n<meta property=\"og:site_name\" content=\"HITS gGmbH\" \/>\n<meta property=\"article:modified_time\" content=\"2019-08-05T08:55:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2015\/01\/Computing.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1920\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data1\" content=\"1\u00a0Minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/\",\"url\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/\",\"name\":\"Uncertainty Quantification and High-Performance Computing - HITS gGmbH\",\"isPartOf\":{\"@id\":\"https:\/\/www.h-its.org\/de\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2015\/01\/Computing.jpg\",\"datePublished\":\"2015-01-27T15:29:44+00:00\",\"dateModified\":\"2019-08-05T08:55:34+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/#breadcrumb\"},\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/#primaryimage\",\"url\":\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2015\/01\/Computing.jpg\",\"contentUrl\":\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2015\/01\/Computing.jpg\",\"width\":2560,\"height\":1920},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.h-its.org\/de\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Projects\",\"item\":\"https:\/\/www.h-its.org\/de\/projects\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Uncertainty Quantification and High-Performance Computing\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.h-its.org\/de\/#website\",\"url\":\"https:\/\/www.h-its.org\/de\/\",\"name\":\"HITS gGmbH\",\"description\":\"Heidelberg Institute for Theoretical Studies\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.h-its.org\/de\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"de\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Uncertainty Quantification and High-Performance Computing - HITS gGmbH","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.h-its.org\/de\/projects\/uncertainty-quantification-and-high-performance-computing\/","og_locale":"de_DE","og_type":"article","og_title":"Uncertainty Quantification and High-Performance Computing - HITS gGmbH","og_description":"Aims &amp; 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