{"id":3794,"date":"2026-08-25T15:07:08","date_gmt":"2026-08-25T13:07:08","guid":{"rendered":"https:\/\/www.hsu-hh.de\/imb\/?page_id=3794"},"modified":"2026-08-28T10:57:24","modified_gmt":"2026-08-28T08:57:24","slug":"ml4cps","status":"publish","type":"page","link":"https:\/\/www.hsu-hh.de\/imb\/en\/organized-events\/ml4cps","title":{"rendered":"ML4CPS \u2013 Machine Learning for Cyber-Physical Systems"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Conference in Berlin, March 11, 2027<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\">About the Conference<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Modern cyber-physical systems can adapt to evolving requirements, accommodate architectural changes throughout their lifecycle, and make sense of the heterogeneous data they generate. Combined with machine learning, this opens up powerful possibilities \u2014 from predictive maintenance and self-optimization to fault diagnosis, re-planning, and reconfiguration. Yet turning these ideas into well-founded, reliable methods remains an open challenge, requiring continuous research at the intersection of both fields. This conference brings together researchers from the CPS and ML communities to discuss recent advances, open problems, and future directions \u2014 join the conversation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Register here<\/strong>: TBA<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The <strong>10th Machine Learning for Cyber-Physical Systems (ML4CPS)<\/strong> conference will take place on March 11, 2027 at the Fraunhofer Forum in Berlin. This year, ML4CPS will be held jointly with the 1st Machine Learning for Defence (ML4D) conference, which follows on March 12, 2027.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ML4CPS is hosted by Fraunhofer IOSB, Helmut Schmidt University Hamburg, Hamburg University of Technology, and the Chair of Production Engineering of E-Mobility Components (PEM) at RWTH Aachen. ML4D is hosted by Fraunhofer IOSB and Helmut Schmidt University.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Papers may cover, but are not limited to the following topics:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Agentic AI &amp; Multi-Agent Systems for CPS:<\/strong> Autonomous, tool-using agents that independently plan, diagnose, and act go beyond text- and multimodal-focused LLM-agents, opening new possibilities for intelligent, self-directed operation in cyber-physical systems.<\/li>\n\n\n\n<li><strong>Time-Series Foundation Models:<\/strong> Foundation models specialized for time-series data enable new approaches to predictive maintenance, anomaly detection, and forecasting, addressing the unique challenges of sensor and process data.<\/li>\n\n\n\n<li><strong>Industrial AI:<\/strong> Integrating AI into manufacturing processes can help to optimize them and enhance operational efficiency. Still, integrating AI into legacy systems and existing infrastructure is still a major challenge.<\/li>\n\n\n\n<li><strong>Green AI:<\/strong> Reducing the energy consumption of AI systems is essential for industrial and edge applications. This topic focuses on methods for energy-efficient models, and the trade-off between performance and resource usage.<\/li>\n\n\n\n<li><strong>Hybrid Methods &amp; Hybrid Systems:<\/strong> Hybrid methods integrate multiple learning and modeling techniques while hybrid systems combine discrete and continuous dynamics and, thus, are powerful paradigms for complex CPS and industrial processes. Methods related to data-driven model identification, diagnosis, verification, and analysis are relevant challenges for the community.<\/li>\n\n\n\n<li><strong>Simulation-to-Real \/ Synthetic Data:<\/strong> As real-world data for CPS is often scarce or costly, simulation-to-real transfer and synthetic data generation are key enablers for training and validating robust models, complementing physics-inspired approaches.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Agenda<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TBA<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conference Location<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Fraunhofer Forum Berlin<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Anna-Louisa-Karsch-Stra\u00dfe 2<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">10178 Berlin<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"318\" src=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais-1024x318.jpg\" data-credit=\"Fraunhofer IOSB\" alt=\"\" class=\"wp-image-1895\" srcset=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais-1024x318.jpg 1024w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais-300x93.jpg 300w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais-768x238.jpg 768w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais-1536x477.jpg 1536w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais-1100x341.jpg 1100w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/Spreepalais.jpg 1788w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Spreepalais<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-1024x683.jpg\" data-credit=\"Florian Wehde on unsplash\" alt=\"\" class=\"wp-image-1894\" srcset=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-1024x683.jpg 1024w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-300x200.jpg 300w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-768x512.jpg 768w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-1536x1024.jpg 1536w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-2048x1365.jpg 2048w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2023\/07\/florian-wehde-uFGi0_YciE0-unsplash-1100x733.jpg 1100w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Brandenburger Tor<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<h2 class=\"wp-block-heading\">Hosts<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"283\" src=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB-1024x283.jpg\" data-credit=\"Fraunhofer IOSB\" alt=\"Fraunhofer IOSB\" class=\"wp-image-1579\" style=\"width:250px;height:auto\" srcset=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB-1024x283.jpg 1024w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB-300x83.jpg 300w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB-768x213.jpg 768w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB-1536x425.jpg 1536w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB-1100x304.jpg 1100w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_IOSB.jpg 1767w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full is-resized\"><a href=\"https:\/\/www.hsu-hh.de\/\"><img decoding=\"async\" src=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2022\/09\/Logo_Helmut-Schmidt-Universitaet_Hamburg.svg\" alt=\"\" class=\"wp-image-1574\" style=\"aspect-ratio:1.3841059602649006;width:197px;height:auto\" \/><\/a><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1134\" height=\"378\" src=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/rwth_pem_bild_weisser-Hintergrund_rgb.png\" data-credit=\"PEM RWTH Aachen\" alt=\"\" class=\"wp-image-2431\" style=\"width:246px;height:auto\" srcset=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/rwth_pem_bild_weisser-Hintergrund_rgb.png 1134w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/rwth_pem_bild_weisser-Hintergrund_rgb-300x100.png 300w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/rwth_pem_bild_weisser-Hintergrund_rgb-1024x341.png 1024w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/rwth_pem_bild_weisser-Hintergrund_rgb-768x256.png 768w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/rwth_pem_bild_weisser-Hintergrund_rgb-1100x367.png 1100w\" sizes=\"auto, (max-width: 1134px) 100vw, 1134px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1260\" height=\"888\" src=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/TUHH_logo-wortmarke_en_rgb.png\" data-credit=\"TUHH Hamburg University of Technology\" alt=\"\" class=\"wp-image-2419\" style=\"width:187px;height:auto\" srcset=\"https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/TUHH_logo-wortmarke_en_rgb.png 1260w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/TUHH_logo-wortmarke_en_rgb-300x211.png 300w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/TUHH_logo-wortmarke_en_rgb-1024x722.png 1024w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/TUHH_logo-wortmarke_en_rgb-768x541.png 768w, https:\/\/www.hsu-hh.de\/imb\/wp-content\/uploads\/sites\/677\/2024\/09\/TUHH_logo-wortmarke_en_rgb-1100x775.png 1100w\" sizes=\"auto, (max-width: 1260px) 100vw, 1260px\" \/><\/figure>\n<\/div>\n\n\n<div style=\"height:13px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Important Dates<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Extended Abstract Submission: December 18th, 2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Notification of Acceptance: January 15th, 2027<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Full Paper Submission for Proceedings: March 5th, 2027<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Submission Guidelines<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">All papers undergo a peer-review process. To be considered for presentation at the conference, please submit an extended abstract of up to two pages through the conference portal. Upon acceptance, authors are invited to submit a full paper (max. 15 pages) for publication in the conference proceedings by Helmut Schmidt University Press (openHSU), which will receive a unique DOI. Papers of a commercial nature will not be considered.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Please use the following template for your submission:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/gitlab.cc-asp.fraunhofer.de\/open\/iosb\/mrd\/latex-template-ml4cps-2027\" data-type=\"link\" data-id=\"https:\/\/gitlab.cc-asp.fraunhofer.de\/open\/iosb\/mrd\/latex-template-ml4cps-2027\" rel='nofollow'>ML4CPS template<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Paper Submission will be handled via easychair:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/easychair.org\/conferences\/?conf=ml4cps2027\" data-type=\"link\" data-id=\"https:\/\/easychair.org\/conferences\/?conf=ml4cps2027\" rel='nofollow'>EasyChair for ML4CPS 2027<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For additional details and submission guidelines, please refer to<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"mailto:ml4cps_orga@hsu-hh.de\" rel='nofollow'>ml4cps_orga@hsu-hh.de<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Committee<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>General Chairs:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><abbr title=\"Professor\">Prof.<\/abbr> J\u00fcrgen Beyerer, Fraunhofer IOSB<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><abbr title=\"Professor\">Prof.<\/abbr> Oliver Niggemann, <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><abbr title=\"Professor\">Prof.<\/abbr> Achim Kampker, RWTH Aachen<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><abbr title=\"Professor\">Prof.<\/abbr> G\u00f6rschwin Fey, TUHH<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Organising Committee:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Christian K\u00fchnert, Fraunhofer IOSB<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alexander Diedrich, <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rui Yan Li, RWTH Aachen<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Swantje Plambeck, TUHH<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Program Committee:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ingo Pill<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kaja Balzereit, HSBI<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Silke Merkelbach, Fraunhofer IEM<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Marcel Drescher, RWTH Aachen<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Idel Montalvo, IngeniousWare&nbsp;<abbr title=\"Gesellschaft mit beschr\u00e4nkter Haftung\">GmbH<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Andreas Schwung, Fraunhofer IOSB<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Felix Janzen, <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Niklas Kompe, <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Robin Kurth, <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Phillip Johann Overl\u00f6per,&nbsp;<abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alexander Windmann, <abbr title=\"Helmut Schmidt Universit\u00e4t\">HSU<\/abbr><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">J\u00f6rg Walter, OFFIS<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Friederike Bruns, Carl von Ossietzky Universit\u00e4t Oldenburg<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Previous Conferences<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><a href=\"https:\/\/www.hsu-hh.de\/imb\/ml4cps_2026\" data-type=\"link\" data-id=\"https:\/\/www.hsu-hh.de\/imb\/ml4cps_2026\">ML4CPS 2026<\/a><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><a href=\"https:\/\/www.hsu-hh.de\/imb\/ml4cps_2025\" data-type=\"page\" data-id=\"2411\">ML4CPS 2025<\/a><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><a href=\"https:\/\/www.hsu-hh.de\/imb\/en\/ml4cps_2024\" data-type=\"page\" data-id=\"2411\">ML4CPS 2024<\/a><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><a href=\"https:\/\/www.hsu-hh.de\/imb\/en\/ml4cps_2023\" data-type=\"URL\" data-id=\"https:\/\/www.hsu-hh.de\/imb\/en\/ml4cps_2023\" target=\"_blank\" rel=\"noreferrer noopener\">ML4CPS 2023<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Conference in Berlin, March 11, 2027 About the Conference Modern cyber-physical systems can adapt to evolving requirements, accommodate architectural changes throughout their lifecycle, and make sense of the heterogeneous data [&hellip;]<\/p>\n","protected":false},"author":4308,"featured_media":0,"parent":2932,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-3794","page","type-page","status-publish","hentry","category-research"],"lang":"en","translations":{"en":3794},"pll_sync_post":{},"_links":{"self":[{"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/pages\/3794","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/users\/4308"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/comments?post=3794"}],"version-history":[{"count":6,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/pages\/3794\/revisions"}],"predecessor-version":[{"id":3880,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/pages\/3794\/revisions\/3880"}],"up":[{"embeddable":true,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/pages\/2932"}],"wp:attachment":[{"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/media?parent=3794"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/categories?post=3794"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hsu-hh.de\/imb\/wp-json\/wp\/v2\/tags?post=3794"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}