{"id":8235,"date":"2025-08-06T15:05:44","date_gmt":"2025-08-06T13:05:44","guid":{"rendered":"https:\/\/ikv-aachen.de\/student-research-theses\/with-ai-for-precise-simulation-2\/"},"modified":"2025-08-06T15:11:28","modified_gmt":"2025-08-06T13:11:28","slug":"with-ai-for-precise-simulation-2","status":"publish","type":"cpt_ikv_srt","link":"https:\/\/ikv-aachen.de\/en\/student-research-theses\/with-ai-for-precise-simulation-2\/","title":{"rendered":"With AI for Precise Simulation"},"content":{"rendered":"<style type=\"text\/css\">\n    #single-header-block_8fbb573a8fda708ff0aac2b99733763c .swiperThumbsNavi .swiper-slide {\n        opacity: 0.4;\n    }\n\n    #single-header-block_8fbb573a8fda708ff0aac2b99733763c .swiperThumbsNavi .swiper-slide-thumb-active {\n        opacity: 1;\n    }\n<\/style>\n    <section id=\"single-header-block_8fbb573a8fda708ff0aac2b99733763c\" class=\"block-single-header theGridWrapper \">\n        <div class=\"theGrid12\">\n            <div class=\" col-start-2 col-span-10 md:col-start-3  md:col-span-8\">\n                <h2 class=\"font-serif font-semibold text-blue text-sm w-4\/5\">\n                    Research Lab Work or Project Work                <\/h2>\n                                                    <div class=\"skewToMiddle\">\n                        <div class=\"relative  text-blue text-sm font after:border-2  after:border-blue rounded-xl bg-green-lighter  p-base -rotate-6 my-xl  after:block after:absolute after:w-full after:h-full after: after:-z-10 after:rounded-xl after:rotate-1  after:box-content  after:-top-2xs after:-left-2xs after:bg-blend-multiply  leading-snug \">\n                            <div class=\"skewToMiddleInner\">\n                                The aim of your work is to investigate and model the effect of various influencing parameters on the simulation of deformations of injection molded parts.                             <\/div>\n                        <\/div>\n                    <\/div>\n                            <\/div>\n        <\/div>\n    <\/section>\n\n\n<figure class=\" relative flex flex-col gap-2xs mb-xs md:mb-l xl:mb-xl items-center justify-center before:absolute before:top-0 before:bottom-0 before:left-[var(--space-xs)] before:right-[var(--space-xs)] before:-z-10 py-xs \"><img decoding=\"async\" style='width: 661px;height: 417px;' class=\"for_tiny \"  src=\"https:\/\/ikv-aachen.de\/wp-content\/uploads\/2025\/08\/Stuwi-KI-Simulation.png\" srcset=\"\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" width=\"661\" height=\"417\" alt=\"Stuwi-KI-Simulation\" loading=\"lazy\" \/><span class=\" text-copyright order-3 justify-end text-right w-full  px-xs for_tiny\">&copy; IKV<\/span><figcaption class=\"for_tiny text-figcaption justify-end text-right  px-xs \">Significant deviations can occur between simulation (gray) and reality (blue).<\/figcaption><\/figure>\n\n\n<h3 class=\"wp-block-heading\">Topic of the Work:<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In the course of sustainability, it is important to avoid rejects of injection molded components as far as possible. This is why geometrically high-precision molded parts with good reproducibility are in high demand. Process simulation is a standard tool for designing these molded parts. The quality of the simulation depends largely on the material data used. Since the determination of these using conventional methods is extremely time-consuming and costly, this work investigates a possibility for adapting material data based on process data.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">The Work is related to following Research Project:<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The work is part of the I-MapS project, which aims to develop a methodology for intelligent material map adaptation for precise deformation simulation of injection molded parts. The first step is to develop an algorithm for adapting material cards based on the results of injection molding tests. Machine learning methods are then used to enable faster and more accurate adaptation of the material cards.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Your Tasks:<\/h3>\n\n\n<style type=\"text\/css\">#table-from-csv-block_fe76f6c6159575f4cff42da6523f6808 table:not(thead) td:before { content: attr(data-col-name); }\n<\/style><section id=\"table-from-csv-block_fe76f6c6159575f4cff42da6523f6808\" class=\"block-table-from-csv theGridWrapper  text-sm   \">\n\n<table class='w-full'>\n\n<thead class='font-semibold font-serif hidden  text-blue  lg:table-row-group'>\n\t<tr class=' flex flex-col mt-xs lg:border-t border-dashed first:border-none lg:border-white lg:table-row tableToNormal   '>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For research laboratory work' >For research laboratory work<\/td>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For project work' >For project work<\/td>\n\t<\/tr>\n\n<\/thead>\n\n<tbody class='lg:table-row-group'>\n\t<tr class=' flex flex-col mt-xs lg:border-t border-dashed first:border-none lg:border-white lg:table-row tableToNormal     odd:bg-green-lighter even:bg-green-lightest py-8 xl:py-2 '>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For research laboratory work' >Execution and evaluation of injection molding tests<\/td>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For project work' >Execution and evaluation of injection molding tests<\/td>\n\t<\/tr>\n\t<tr class=' flex flex-col mt-xs lg:border-t border-dashed first:border-none lg:border-white lg:table-row tableToNormal     odd:bg-green-lighter even:bg-green-lightest py-8 xl:py-2 '>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For research laboratory work' >Implementation of simulative sensitivity analyses to determine relevant parameters of the material cards<\/td>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For project work' >Generation of training data using process simulation<\/td>\n\t<\/tr>\n\t<tr class=' flex flex-col mt-xs lg:border-t border-dashed first:border-none lg:border-white lg:table-row tableToNormal     odd:bg-green-lighter even:bg-green-lightest py-8 xl:py-2 '>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For research laboratory work' >Generation of material cards for more precise process simulation<\/td>\n\t\t<td class='grid grid-cols-2 gap-xs lg:table-cell before:block lg:before:hidden first:pl-2xs last:pr-2xs   before:text-right before:font-semibold before:font-serif align-top  py-3xs ' data-col-name='For project work' >Use of machine learning methods to generate adapted material cards<\/td>\n\t<\/tr>\n\n<\/tbody>\n<\/table>\n\n<\/section>\n\n\n<h3 class=\"wp-block-heading\">Your Benefits:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Work in a young, motivated team<\/li>\n\n\n\n<li>Independent work with intensive support<\/li>\n\n\n\n<li>Co-design of current research projects<\/li>\n\n\n\n<li>Individual coordination of tasks and time frame<\/li>\n\n\n\n<li>Experimental work on industrial plants<\/li>\n\n\n\n<li>Varied mix of research, experimental work and analytics<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Your Profile:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Interest in process simulations<\/li>\n\n\n\n<li>High level of initiative and willingness to learn<\/li>\n\n\n\n<li>Ideally already experience in the field of plastics processing<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Preferred study programs<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>  Mechanical engineering \/ industrial engineering, specializing in mechanical engineering<\/li>\n\n\n\n<li>  General mechanical engineering<\/li>\n\n\n\n<li>Computational Engineering Science (CES)<\/li>\n\n\n\n<li>Simulation Sciences<\/li>\n\n\n\n<li>Materials science<\/li>\n\n\n\n<li>Industrial engineering, specialising in materials and process engineering<\/li>\n\n\n\n<li>Applied Polymer Sciences (M.Sc., FH Aachen)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">Get in touch with me if this topic appeals to you. We will be happy to discuss the scope and schedule of the course in person and adapt it to your individual needs.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Topic of the Work: In the course of sustainability, it is important to avoid rejects of injection molded components as far as possible. This is why geometrically high-precision molded parts with good reproducibility are in high demand. Process simulation is a standard tool for designing these molded parts. The quality of the simulation depends largely [&hellip;]<\/p>\n","protected":false},"featured_media":8206,"parent":0,"template":"","srtk":[815,814],"research_fields":[813,1174],"esl":[],"class_list":["post-8235","cpt_ikv_srt","type-cpt_ikv_srt","status-publish","has-post-thumbnail","hentry","srtk-project-work","srtk-research-lab","research_fields-injection-moulding","research_fields-simulation-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>With AI for Precise Simulation | IKV-Aachen<\/title>\n<meta name=\"description\" content=\"The aim of your work is to investigate and model the effect of various influencing parameters on the simulation of deformations of injection molded parts.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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