{"id":7046,"date":"2025-04-07T10:15:24","date_gmt":"2025-04-07T08:15:24","guid":{"rendered":"https:\/\/ikv-aachen.de\/student-research-theses\/ai-supported-prediction-of-mechanical-properties-of-fiber-reinforced-thermoplastics\/"},"modified":"2025-04-07T11:09:31","modified_gmt":"2025-04-07T09:09:31","slug":"ai-supported-prediction-of-mechanical-properties-of-fiber-reinforced-thermoplastics","status":"publish","type":"cpt_ikv_srt","link":"https:\/\/ikv-aachen.de\/en\/student-research-theses\/ai-supported-prediction-of-mechanical-properties-of-fiber-reinforced-thermoplastics\/","title":{"rendered":"AI-supported prediction of mechanical properties of fiber-reinforced thermoplastics"},"content":{"rendered":"<style type=\"text\/css\">\n    #single-header-block_f443547b4e491287d7b800d8ae4ac563 .swiperThumbsNavi .swiper-slide {\n        opacity: 0.4;\n    }\n\n    #single-header-block_f443547b4e491287d7b800d8ae4ac563 .swiperThumbsNavi .swiper-slide-thumb-active {\n        opacity: 1;\n    }\n<\/style>\n    <section id=\"single-header-block_f443547b4e491287d7b800d8ae4ac563\" 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                    Bachelor thesis or Master thesis                <\/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                                During your thesis, you will develop an AI-based model to predict the mechanical properties of fibre-reinforced plastics. You will generate experimental data for this as part of your thesis by producing and testing test specimens.                             <\/div>\n                        <\/div>\n                    <\/div>\n                            <\/div>\n        <\/div>\n    <\/section>\n\n\n\n<h3 class=\"wp-block-heading\">Topic of the work<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Fiber-reinforced plastics are suitable as lightweight construction materials as they combine high strength with low weight. They are used in many industries such as aerospace and the automotive industry, where complex geometries and load-specific designs are required. Manufacturing processes such as injection molding enable the production of such structures while meeting the necessary performance requirements. This performance is directly influenced by the microstructure of the material, which is created during the manufacturing process and depends on the geometry to be produced. Currently available simulation methods are able to capture this microstructure, but they are too computationally intensive for the calculation of entire structural components. This is where artificial intelligence (AI) methods come into play: they offer a faster method for predicting these properties and thus change the approach to optimizing the lightweight structure.<\/p>\n\n\n<figure class=\" relative flex flex-col gap-2xs mb-xs md:mb-l xl:mb-xl\"><img decoding=\"async\"  class=\" w-full  \"  src=\"https:\/\/ikv-aachen.de\/wp-content\/uploads\/2025\/04\/Stuwi-KI-gestuetzte-Vorhersage-mechanischer-Eigenschaften-.jpg\" srcset=\"https:\/\/ikv-aachen.de\/wp-content\/uploads\/2025\/04\/Stuwi-KI-gestuetzte-Vorhersage-mechanischer-Eigenschaften--748x499.jpg 748w, https:\/\/ikv-aachen.de\/wp-content\/uploads\/2025\/04\/Stuwi-KI-gestuetzte-Vorhersage-mechanischer-Eigenschaften--1536x1024.jpg 1536w, https:\/\/ikv-aachen.de\/wp-content\/uploads\/2025\/04\/Stuwi-KI-gestuetzte-Vorhersage-mechanischer-Eigenschaften--768x512.jpg 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" width=\"1536\" height=\"1024\" alt=\"Stuwi-KI-gestu\u0308tzte Vorhersage mechanischer Eigenschaften\" loading=\"lazy\" \/><span class=\" text-copyright order-3 justify-end text-right w-full  w-full \">&copy; IKV<\/span><figcaption class=\" w-full  text-figcaption justify-end text-right \">Integrative Simulation kombiniert mit KI-Modell<\/figcaption><\/figure>\n\n\n<h3 class=\"wp-block-heading\">Objective<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">During your work, you will develop an AI-based model to predict the mechanical properties of fiber-reinforced plastics. As part of your final thesis, you will generate experimental data by producing test specimens and testing them. In addition, you will carry out numerical simulations to generate virtual material data for the training data set. These serve as an input data set for the AI-based model and also validate it. The end result? A validated and optimised AI model that delivers accurate and reliable predictions &#8211; faster than traditional methods.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Your task<\/h3>\n\n\n<style type=\"text\/css\">#table-from-csv-block_bada87a9260b658a5ffaf9a145135db8 table:not(thead) td:before { content: attr(data-col-name); }\n<\/style><section id=\"table-from-csv-block_bada87a9260b658a5ffaf9a145135db8\" class=\"block-table-from-csv theGridWrapper  text-sm   \">\n\n<table class='w-full gap-xs hyphens-none text-wrap '>\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='You will work on the following tasks for a Bachelor's thesis: ' >You will work on the following tasks for a Bachelor&#039;s thesis: <\/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 a Master's thesis you will work on the following tasks:' > For a Master&#039;s thesis you will work on the following tasks:<\/td>\n<\/tr>\n<\/thead><tbody>\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-xs '>\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='You will work on the following tasks for a Bachelor's thesis: ' >Experimental investigation: Production and testing of samples to determine the material properties. <\/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 a Master's thesis you will work on the following tasks:' > Extended experimental investigations on microstructure and mechanical properties.<\/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-xs '>\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='You will work on the following tasks for a Bachelor's thesis: ' >Carrying out numerical simulations to obtain additional training data. <\/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 a Master's thesis you will work on the following tasks:' > Combination of experimental and simulative data to optimise the training data set.<\/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-xs '>\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='You will work on the following tasks for a Bachelor's thesis: ' >Development of a simple ANN (Artificial Neural Network) model to predict mechanical properties. <\/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 a Master's thesis you will work on the following tasks:' > Development and optimisation of a deep neural network.<\/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-xs '>\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='You will work on the following tasks for a Bachelor's thesis: ' >Validation of the AI model by comparison with experimental data. <\/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 a Master's thesis you will work on the following tasks:' > Comparison of AI predictions with numerical simulation results and experimental data.<\/td>\n\t<\/tr>\n\n<\/tbody>\n<\/table>\n\n<\/section>\n\n\n<h3 class=\"wp-block-heading\">Your profile<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Degree in mechanical engineering, computational engineering science, materials science or similar  <\/li>\n\n\n\n<li>Basic knowledge of numerical simulation (FEM)<\/li>\n\n\n\n<li>Basic knowledge of programming (Python)<\/li>\n\n\n\n<li>Interest in artificial intelligence and machine learning. Knowledge of AI\/ML is an advantage<\/li>\n\n\n\n<li>Motivated, structured and independent way of working<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>During your work, you will develop an AI-based model to predict the mechanical properties of fiber-reinforced plastics. As part of your final thesis, you will generate experimental data by producing test specimens and testing them.  <\/p>\n","protected":false},"featured_media":7044,"parent":0,"template":"","srtk":[807,808],"research_fields":[812,809,817,844],"esl":[683,685],"class_list":["post-7046","cpt_ikv_srt","type-cpt_ikv_srt","status-publish","has-post-thumbnail","hentry","srtk-bachelor-thesis","srtk-master-thesis","research_fields-digitalisation","research_fields-fiber-reinforced-plastics","research_fields-materials-technology","research_fields-structure-calculation","esl-experimental","esl-simulative"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI-supported prediction of mechanical properties of fiber-reinforced thermoplastics | IKV-Aachen<\/title>\n<meta name=\"description\" content=\"During your work, you will develop an AI-based model to predict the mechanical properties of fiber-reinforced plastics. 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