{"id":46,"date":"2025-07-04T16:35:21","date_gmt":"2025-07-04T14:35:21","guid":{"rendered":"https:\/\/intelliprops.fhwn.ac.at\/?page_id=46"},"modified":"2025-08-12T11:47:31","modified_gmt":"2025-08-12T09:47:31","slug":"publications-and-talks","status":"publish","type":"page","link":"https:\/\/intelliprops.fhwn.ac.at\/?page_id=46","title":{"rendered":"Publications and Talks"},"content":{"rendered":"\n<p><strong>Conference papers<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u00f6rbe, R., Erol, S. (2025). Optimizing LightGBM for Regression: A Study on Parameter Influence and Performance. 11th IFAC Conference on Manufacturing Modelling, Management and Control &#8211; Trondheim, Norway<\/li>\n\n\n\n<li>Princz, G., Reisacher, F., &amp; Erol, S. (2025). AI-based Procurement System: Optimization of Material Ordering and Inventory Management in Volatile Markets.&nbsp;<em>Procedia CIRP<\/em>,&nbsp;<em>134<\/em>, 873-878.<\/li>\n\n\n\n<li>H\u00f6rbe, R. and Erol, S., 2024. Artificial Intelligence in planning and control tasks: a study of potential use cases and perceived challenges in Austrian make-to-order companies.&nbsp;<em>Procedia CIRP<\/em>,&nbsp;<em>130<\/em>, pp.232-237.&nbsp;CIRP CMS 2024, Portugal, P\u00f3voa de Varzim.<\/li>\n\n\n\n<li>Princz, G., Shaloo, M., Reisacher, F. and Erol, S., 2024. Machine Learning-Driven Maintenance Order Generation in Assembly Lines.&nbsp;<em>IFAC-PapersOnLine<\/em>,&nbsp;<em>58<\/em>(19), pp.139-144.&nbsp;18th IFAC Symposium on Information Control Problems in Manufacturing, INCOM 2024 &#8211; Vienna, \u00d6sterreich (August 2024)<\/li>\n\n\n\n<li>Princz, G., Shaloo, M., Reisacher, F., &amp; Erol, S. (2024). Machine Learning-Driven Maintenance Order Generation in Assembly Lines.&nbsp;<em>IFAC-PapersOnLine<\/em>,&nbsp;<em>58<\/em>(19), 139-144.<\/li>\n\n\n\n<li>Princz, G., Shaloo, M., &amp; Erol, S. (2024). Anomaly detection in binary time series data: An unsupervised machine learning approach for condition monitoring.&nbsp;<em>Procedia Computer Science<\/em>,&nbsp;<em>232<\/em>, 1065-1078.<\/li>\n\n\n\n<li>Shaloo, M., Princz, G., H\u00f6rbe, R., &amp; Erol, S. (2024). Flexible automation of quality inspection in parts assembly using CNN-based machine learning.&nbsp;<em>Procedia Computer Science<\/em>,&nbsp;<em>232<\/em>, 2921-2932.<\/li>\n\n\n\n<li>Shaloo, M., &amp; Princz, G. (2023). Real-Time Material Identification Using Light Spectroscopy and Support Vector Machine (SVM). In&nbsp;<em>ICINCO (2)<\/em>&nbsp;(pp. 227-235).<\/li>\n\n\n\n<li>Shaloo, M., Princz, G., Erol, S. (2023). Real-Time Color Detection for Automated Production Lines Using CNN-Based Machine Learning. In: Borgianni, Y., Matt, D.T., Molinaro, M., Orzes, G. (eds) Towards a Smart, Resilient and Sustainable Industry. ISIEA 2023. Lecture Notes in Networks and Systems, vol 745. Springer, Cham. https:\/\/doi.org\/10.1007\/978-3-031-38274-1_15&nbsp;<a href=\"javascript:\"><\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Journal papers<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Princz, G.; Spiess, K.; Erol, S.. AI-Based Maintenance Monitoring in Assembly Stations: Agent-based Simulation&nbsp;of&nbsp;Process Time Deviations as Wear Indicators. Journal of&nbsp;Autonomous&nbsp;Intelligent Systems. Springer. (Feb. 2025)<\/li>\n<\/ul>\n\n\n\n<p><strong>Talks<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u00f6rbe, R.: &#8220;K\u00fcnstliche Intelligenz im Anwendungsfeld kreislauforientierter Produktentwicklung und Produktion &#8211; Potentiale, Risiken und Realit\u00e4t&#8221;. Veranstaltung der Initiative Nachhaltige Zukunft M\u00f6bel. Linz &#8211; Business Upper Austria &#8211; O\u00d6 Wirtschaftsagentur GmbH. 5.3.2024<\/li>\n\n\n\n<li>Erol, S.: &#8220;AI-Applications in Industrial Production Planning and Control Tasks \u2013 Recent research and outlook\u201c. Veranstaltung Trinationaler Round Table AI der Initiative Hochschulraum Europaregion Donau-Moldau. Budweis, CZ. 24.4.2024<\/li>\n\n\n\n<li>Erol, S.: &#8220;IntelliProPS \u2013 Practial application of AI in Production Planning and Control&#8221;. 8. Zukunftsheurigen Haus der Digitalisierung, FOTEC, DIH-OST. Innovation Lab der FHWN. 10.9.2024<\/li>\n\n\n\n<li>Erol, S.: &#8220;Guest lecture at Austrian Mechatronics Platform Forum: Use of artificial intelligence methods in the control of manufacturing processes \u2013 application examples and research projects&#8221;, FH Campus Wien, 17.11.2023<\/li>\n<\/ul>\n\n\n\n<p>Press Releases<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/presse.fhwn.ac.at\/news-fhwn-erforscht-einsatz-kuenstlicher-intelligenz-im-management?id=182308\">FHWN erforscht Einsatz k\u00fcnstlicher Intelligenz im Produktionsmanagement.<\/a>&nbsp;vom 7.7.2023<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Conference papers Journal papers Talks Press Releases<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-46","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=\/wp\/v2\/pages\/46","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=46"}],"version-history":[{"count":6,"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=\/wp\/v2\/pages\/46\/revisions"}],"predecessor-version":[{"id":108,"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=\/wp\/v2\/pages\/46\/revisions\/108"}],"wp:attachment":[{"href":"https:\/\/intelliprops.fhwn.ac.at\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}