{"id":41486,"date":"2025-03-26T08:02:18","date_gmt":"2025-03-26T08:02:18","guid":{"rendered":"https:\/\/direc.dk\/phd-defence-amin-hassanpour\/"},"modified":"2026-03-04T09:52:13","modified_gmt":"2026-03-04T09:52:13","slug":"phd-defence-amin-hassanpour","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/phd-defence-amin-hassanpour\/","title":{"rendered":"PhD defence: Amin Hassanpour"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"41486\" class=\"elementor elementor-41486 elementor-41475\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2917fb41 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-section-boxed elementor-section-height-default\" data-id=\"2917fb41\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3a2aa33a\" data-id=\"3a2aa33a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-415c3f05 elementor-widget elementor-widget-text-editor\" data-id=\"415c3f05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>PhD Defence by Amin Hassanpour<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7eca67 animated-fast elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"7eca67\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">From models to microcontrollers: tinyml tool, techniques and strategies<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1ebea011\" data-id=\"1ebea011\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-60ee0bee elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"60ee0bee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-location-arrow\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">The Technical University of Denmark<br>2800 Kongens Lyngby<br>Building 324, room 040<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-calendar-alt\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">26 March 2026, 13:00<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-comment-alt\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Language: English<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-user-friends\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Host: <br>DTU Compute<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4d15ea9d elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-boxed elementor-section-height-default\" data-id=\"4d15ea9d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-131a41ec\" data-id=\"131a41ec\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f66e539 elementor-widget elementor-widget-text-editor\" data-id=\"f66e539\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Principal supervisor:<\/strong> <br \/>Professor Xenofon Fafoutis, DTU Compute<\/p>\n<p><strong>Co-supervisors:<\/strong> <br \/>Senior Specialist Christian Blad, Grundfos and Head of Department, Professor Jan Madsen<\/p>\n<p><strong>Examiners<\/strong>\u2028:<br \/>Luca Pezzarossa, DTU Compute<br \/>Senior Lecturer James Pope, University of Bristol<br \/>Associate Professor Jalil Boudjadar, Aarhus University<\/p>\n<p><strong>Chairperson at defence:\u2028<\/strong>\u00a0Professor Poul Pop, DTU Compute<\/p>\n<p>A copy of the PhD thesis is available for reading at the department.<\/p>\n<p>For online participation, please use the following link:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-685fd13 elementor-widget elementor-widget-button\" data-id=\"685fd13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/dtudk.zoom.us\/j\/63358265285?pwd=uUfLsdjJvf2RYHagtrbRrny0cIU4tb.1#success\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Participate online<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccd0137 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ccd0137\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18b588f9 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"18b588f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5>Abstract<\/h5>\n<p>Today, many everyday devices, from household appliances to industrial machines, are becoming smarter by using artificial intelligence (AI). But while powerful AI models usually run on large computers or in the cloud, many useful applications require them to run directly on small, low-power chips inside machines and sensors.<\/p>\n<p>This field is known as Tiny Machine Learning (TinyML). Running AI locally can make systems faster, more energy-efficient, more secure, and better suited for places with poor internet connectivity. Despite all advantages, it is technically challenging, because these tiny devices have very limited memory and computing power.<\/p>\n<p>This PhD thesis investigates how AI models can be made efficient enough to run on such small embedded devices, and how engineers can choose the right tools and techniques when deploying them in real industrial systems. The work combines practical experiments, software development, and technology analysis.<\/p>\n<p>First, the thesis studies the detection of cavitation, a damaging phenomenon in water pumps, using vibration data and machine learning. The results show that, in some cases, simpler and smaller models can perform just as well as deep learning, especially when carefully engineered and tested directly on real hardware.<\/p>\n<p>Second, the thesis introduces EdgeMark, a modular framework that automates the process of converting, deploying, and benchmarking AI models across different TinyML platforms. This helps researchers and companies compare tools fairly and<br \/>understand real-world performance trade-offs.<\/p>\n<p>Finally, the thesis surveys how modern TinyML toolchains use techniques such as<br \/>quantization to reduce model size and energy usage, and it summarizes their<br \/>strengths and limitations.<\/p>\n<p>Together, these contributions provide practical guidance for engineers and researchers working with AI on small devices, and they help pave the way for more reliable, efficient, and widely adopted embedded intelligence in future industrial and everyday technologies.<\/p>\n<p>\u00a0<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p><b>26 March 2026<\/b><br \/>\nThe Technical University of Denmark<\/p>\n","protected":false},"author":3,"featured_media":41485,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[36],"tags":[],"class_list":["post-41486","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-previous-events"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - 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