{"id":5619,"date":"2024-11-19T11:17:38","date_gmt":"2024-11-19T10:17:38","guid":{"rendered":"https:\/\/dbis.rwth-aachen.de\/dbis\/?p=5619"},"modified":"2025-10-20T23:57:29","modified_gmt":"2025-10-20T21:57:29","slug":"latency-oriented-optimization-of-a-sensor-based-ai-infrastructure","status":"publish","type":"post","link":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/2024\/latency-oriented-optimization-of-a-sensor-based-ai-infrastructure\/","title":{"rendered":"FLUX: Feedback Latency and Utilization Examination \u2014 Optimizing Real-Time AI Pipelines"},"content":{"rendered":"\n<p>The aim of this thesis is to extend the existing latency analysis of a psychomotor feedback engine within our existing MLOps pipeline <a href=\"https:\/\/publications.rwth-aachen.de\/record\/971680\">[1]<\/a> <a href=\"https:\/\/publications.rwth-aachen.de\/record\/854856\">[2]<\/a>. Building upon <a href=\"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/2023\/need-for-speed-evaluating-feedback-latency-in-psychomotor-learning\/\">preliminary latency estimations<\/a>, this thesis will focus on systematically evaluating each processing step in the pipeline, assessing both theoretical and practical contributions to the overall latency and throughput. By modeling and analyzing latency sources, the goal is to propose and validate optimization strategies that can improve real-time performance for sensor-based AI applications. A particular emphasis will be placed on the throughput of parallel data processing within the infrastructure to ensure timely and efficient feedback delivery.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The aim of this thesis is to extend the existing latency analysis of a psychomotor feedback engine within our existing MLOps pipeline [1] [2]. Building upon preliminary latency estimations, this thesis will focus on systematically evaluating each processing step in the pipeline, assessing both theoretical and practical contributions to the overall latency and throughput. By [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[21],"tags":[],"class_list":["post-5619","post","type-post","status-publish","format-standard","hentry","category-thesis"],"acf":[],"_links":{"self":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts\/5619","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/comments?post=5619"}],"version-history":[{"count":11,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts\/5619\/revisions"}],"predecessor-version":[{"id":6641,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts\/5619\/revisions\/6641"}],"wp:attachment":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/media?parent=5619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/categories?post=5619"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/tags?post=5619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}