{"id":42729,"date":"2023-03-23T14:45:40","date_gmt":"2023-03-23T13:45:40","guid":{"rendered":"https:\/\/xitaso.com\/projects\/kispp-intelligente-planung-von-pflegekraeften\/"},"modified":"2026-04-07T11:39:44","modified_gmt":"2026-04-07T09:39:44","slug":"kispp","status":"publish","type":"page","link":"https:\/\/xitaso.com\/en\/projects\/kispp\/","title":{"rendered":"KISPP: Intelligent scheduling of nursing staff"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; el_class=&#8221;header_level2_container&#8221;][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;full_width&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221; css=&#8221;.vc_custom_1683116552948{background-image: url(https:\/\/xitaso.com\/wp-content\/uploads\/Intelligente-Planung-Pfelegekraefte-KISPP-XITASO.jpg?id=39960) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221; el_class=&#8221;not-on-mobile&#8221;][vc_column_inner][vc_empty_space height=&#8221;500&#8243;][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;full_width&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner offset=&#8221;vc_hidden-lg vc_hidden-md vc_hidden-sm&#8221;][vc_single_image image=&#8221;38818&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221; qode_css_animation=&#8221;&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_raw_html css=&#8221;&#8221;]JTNDZGl2JTIwY2xhc3MlM0QlMjJoZWFkZXJfbGV2ZWwyJTIyJTNFJTBBJTNDZGl2JTIwY2xhc3MlM0QlMjJ0b3BwZXIlMjIlM0VBSSUyMCUyNiUyME9wdGltaXphdGlvbiUzQyUyRmRpdiUzRSUwQSUzQ2gxJTNFSW50ZWxsaWdlbnQlMjBzY2hlZHVsaW5nJTIwb2YlMjBudXJzaW5nJTIwc3RhZmYlM0MlMkZoMSUzRSUwQSUzQyUyRmRpdiUzRSUwQSUwQQ==[\/vc_raw_html][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; css=&#8221;.vc_custom_1720431891084{background-color: #e8e0e0 !important;}&#8221; z_index=&#8221;&#8221;][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/2&#8243;][vc_empty_space height=&#8221;60&#8243;][vc_column_text]<\/p>\n<h2>The challenge<\/h2>\n<p>In order to maintain care in hospitals, it is necessary to have sufficient nursing staff available. However, nursing staff planning is a complex and time-consuming process for personnel planners. The main challenges here are the shortage of nursing staff, which is expected to worsen in the coming years due to demographic change, as well as the time-consuming documentation required by legal regulations such as the so called &#8216;Nursing Staff Lower Limits Ordinance&#8217;\u00a0(PpUGV).[\/vc_column_text][vc_empty_space height=&#8221;30&#8243;][vc_empty_space height=&#8221;30px&#8221; el_class=&#8221;not-on-mobile&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_empty_space height=&#8221;30&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_empty_space height=&#8221;30&#8243;][vc_column_text]<\/p>\n<h2>How we will help<\/h2>\n<p data-pm-slice=\"1 1 [&quot;layoutSection&quot;,null,&quot;layoutColumn&quot;,{&quot;width&quot;:50}]\">The project aims to develop intelligent software for the needs-based planning and management of nursing staff deployment &#8211; the KISPP tool. XITASO will contribute and further expand its expertise in the areas of data science, software engineering and UI\/UX. Together with our partners, we want to make the nursing profession more attractive in the long term and thus tackle an important social challenge.<\/p>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;50&#8243;][vc_empty_space height=&#8221;10&#8243; el_class=&#8221;not-on-mobile&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_column_text]<\/p>\n<h2>Technologies<\/h2>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][vc_raw_html]JTNDc3BhbiUyMGNsYXNzJTNEJTIydGVjaG5vbG9naWVuJTIyJTNFTWFjaGluZSUyMExlYXJuaW5nJTNDJTJGc3BhbiUzRSUwQSUzQ3NwYW4lMjBjbGFzcyUzRCUyMnRlY2hub2xvZ2llbiUyMiUzRU9wdGltaXphdGlvbiUzQyUyRnNwYW4lM0UlMEElM0NzcGFuJTIwY2xhc3MlM0QlMjJ0ZWNobm9sb2dpZW4lMjIlM0VEYXRhJTIwQW5hbHl0aWNzJTNDJTJGc3BhbiUzRSUwQSUzQ3NwYW4lMjBjbGFzcyUzRCUyMnRlY2hub2xvZ2llbiUyMiUzRVVzYWJpbGl0eSUyME9wdGltaXphdGlvbiUzQyUyRnNwYW4lM0UlMEElM0NzcGFuJTIwY2xhc3MlM0QlMjJ0ZWNobm9sb2dpZW4lMjIlM0VEZWNpc2lvbiUyMFN1cHBvcnQlMjBTeXN0ZW1zJTNDJTJGc3BhbiUzRQ==[\/vc_raw_html][vc_empty_space height=&#8221;60&#8243;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;30&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_empty_space height=&#8221;50&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; el_class=&#8221;two-column-with-heading-on-top&#8221; z_index=&#8221;&#8221;][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_column_text]<\/p>\n<h2>The research project on detail<\/h2>\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]<\/p>\n<p data-pm-slice=\"1 1 [&quot;layoutSection&quot;,null,&quot;layoutColumn&quot;,{&quot;width&quot;:50}]\">In cooperation with the University Hospital of Augsburg and the Chair for Health Care Operations and Health Information Management at the University of Augsburg, XITASO will be investigating the needs-based distribution of the nursing workload in the coming years. In our research, we are combining AI-based forecasts of future care requirements with AI-supported rescheduling in the event of special incidents, thereby significantly reducing the overload in hospitals.<\/p>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;30&#8243; el_class=&#8221;only-on-mobile&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_single_image image=&#8221;40731&#8243; img_size=&#8221;full&#8221; qode_css_animation=&#8221;&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;50&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; el_class=&#8221;two-column-with-heading-on-top&#8221; z_index=&#8221;&#8221;][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_column_text]<\/p>\n<h3>The KISPP tool<\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243; el_class=&#8221;not-on-mobile&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]<\/p>\n<p data-pm-slice=\"1 1 [&quot;layoutSection&quot;,null,&quot;layoutColumn&quot;,{&quot;width&quot;:50}]\">Simultaneously, we are developing a new system to improve decision making on capacities in the different nursing wards by e.g. predicting patients&#8217; length of stay. This system, the so-called <strong>KISPP-Tool<\/strong> (AI control for customized nursing staff planning and registration), should therefore provide two central competencies:<\/p>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;20&#8243;][vc_column_text]<\/p>\n<div class=\"wpb_wrapper\">\n<ul>\n<li>Continuous prediction of medium-term care requirements and expected coverage by nursing staff<\/li>\n<li>Forecast-based decision support for rescheduling, based on various metrics<\/li>\n<\/ul>\n<\/div>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]<\/p>\n<p data-pm-slice=\"1 1 [&quot;layoutSection&quot;,null,&quot;layoutColumn&quot;,{&quot;width&quot;:50}]\">Alongside compliance with current (PpUGV) and future statutory regulations, the aim of the tool is to distribute nursing workloads in line with requirements, to deploy nursing staff effectively and efficiently and to avoid overload situations at an early stage through intelligent planning support.<\/p>\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;50&#8243;][\/vc_column][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;full_width&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_empty_space height=&#8221;50px&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_column_text css=&#8221;&#8221;]<\/p>\n<h2 style=\"text-align: left;\">Publications on the research project<\/h2>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][vc_empty_space][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;full_width&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/6&#8243;][vc_empty_space height=&#8221;30px&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;2\/3&#8243;][vc_raw_html css=&#8221;&#8221;]JTVCZG9jX2xpYnJhcnklMjBzb3J0X2J5JTNEJTIyZGF0ZSUyMiUyMGRvY19jYXRlZ29yeSUzRCUyMktJU1BQJTIyJTVE[\/vc_raw_html][\/vc_column_inner][vc_column_inner width=&#8221;1\/6&#8243;][\/vc_column_inner][\/vc_row_inner][vc_empty_space height=&#8221;30px&#8221;][vc_empty_space height=&#8221;50px&#8221;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; el_class=&#8221;row-image-mobile-full-width&#8221;][vc_column][vc_empty_space height=&#8221;60&#8243;][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_column_text]<\/p>\n<h2>Project participants and funding<\/h2>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;30&#8243;][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner][vc_column_text]<\/p>\n<h3>Project partners<\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][\/vc_column_inner][\/vc_row_inner][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/2&#8243;][vc_single_image image=&#8221;42956&#8243; img_size=&#8221;full&#8221; qode_css_animation=&#8221;&#8221;][vc_empty_space height=&#8221;30&#8243;][vc_column_text]<strong>University of Augsburg<\/strong><\/p>\n<p><a href=\"https:\/\/www.uni-augsburg.de\/en\/\">The University of Augsburg<\/a> (Prof. Brunner and Prof. Schiffels) are addressing, in research and teaching, the planning and analysis of strategic and operative service provision processes in the healthcare sector, amongst others. Modeling, analyzing, and optimizing of practice relevant problem statements through quantitative processes are the focus. Central questions address the process, resources, quality, and information management. The University of Augsburg\u2019s task in the project is particularly the contribution of their expertise in the areas of machine learning and optimization.[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_single_image image=&#8221;42845&#8243; img_size=&#8221;full&#8221; qode_css_animation=&#8221;&#8221;][vc_empty_space height=&#8221;30&#8243;][vc_column_text]<strong>Augsburg University Hospital<\/strong><\/p>\n<p><a href=\"https:\/\/www.uk-augsburg.de\/\">Augsburg University Hospital<\/a> is the only maximum-care hospital in Bavarian Swabia and one of the largest hospitals in Germany with around 1750 beds. Around 2500 employees work there in the field of nursing care, which has to be planned and managed. The UKA is a practice partner in the project and thus establishes the link to the clinical setting. The task of the UKA in the project is in particular to communicate the framework conditions and the requirements regarding nursing staff planning at the UHA.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_empty_space height=&#8221;10&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_empty_space height=&#8221;40&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; el_class=&#8221;row-image-mobile-full-width&#8221;][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]<\/p>\n<h3>Project sponsor<\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][vc_column_text]Bavarian Ministry of Economic Affairs, Regional Development and Energy[\/vc_column_text][vc_empty_space height=&#8221;30&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_single_image image=&#8221;47171&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221; qode_css_animation=&#8221;&#8221;][vc_empty_space height=&#8221;15&#8243; el_class=&#8221;only-on-mobile&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]<\/p>\n<h3>Funding program<\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][vc_column_text css=&#8221;&#8221;]Lifescienc funding line of the Bavarian Collaborative Research Program (BayVFP)[\/vc_column_text][vc_empty_space height=&#8221;15&#8243; el_class=&#8221;only-on-mobile&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]<\/p>\n<h3>Project management<\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][vc_column_text css=&#8221;&#8221;]Bayern Innovativ GmbH;<br \/>\nBayerische Gesellschaft f\u00fcr Innovation und Wissenstransfer mbH[\/vc_column_text][vc_empty_space height=&#8221;20&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_single_image image=&#8221;47412&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221; qode_css_animation=&#8221;&#8221;][\/vc_column_inner][\/vc_row_inner][vc_empty_space height=&#8221;60&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;40&#8243; el_class=&#8221;not-on-mobile&#8221;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; css=&#8221;.vc_custom_1720431927263{background-color: #e8e0e0 !important;}&#8221;][vc_column][vc_empty_space height=&#8221;40&#8243;][vc_column_text]<\/p>\n<h2 style=\"text-align: center;\">Interested in helping with our research projects?<\/h2>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; css=&#8221;.vc_custom_1720431935317{background-color: #e8e0e0 !important;}&#8221;][vc_column width=&#8221;1\/6&#8243;][\/vc_column][vc_column width=&#8221;2\/3&#8243;][vc_column_text]With research and innovation projects, we explore the potential of tomorrow\u2019s technologies. For this purpose, we are always looking for committed colleagues who would like to continue and shape the XITASO path with us.[\/vc_column_text][vc_empty_space height=&#8221;15&#8243;][vc_column_text]<\/p>\n<p style=\"text-align: center;\"><a class=\"mitPfeil\" href=\"https:\/\/xitaso.com\/en\/career\/jobs\/\">View all job offers<\/a><\/p>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;40&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;30&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_empty_space height=&#8221;50&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_column_text]<\/p>\n<h2 style=\"text-align: center;\">Further projects<\/h2>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;40&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; el_class=&#8221;three-column-references&#8221;][vc_column][vc_row_inner row_type=&#8221;row&#8221; type=&#8221;grid&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column_inner width=&#8221;1\/3&#8243;][vc_raw_html]JTNDYSUyMGhyZWYlM0QlMjIlMkZlbiUyRnByb2plY3RzJTJGa2xpbmlrdW0tcmVjaHRzLWRlci1pc2FyLW1yaS1mbGV4cGxhbiUyRiUyMiUzRSUwQQ==[\/vc_raw_html][vc_empty_space height=&#8221;250&#8243; image_repeat=&#8221;no-repeat&#8221; background_image=&#8221;19561&#8243;][vc_column_text css=&#8221;&#8221;]<\/p>\n<div class=\"referenz_kunde\">Klinikum Rechts der Isar (MRI)<\/div>\n<h3>Automated duty and schedule planning taking into account roster preferences<\/h3>\n<p>[\/vc_column_text][vc_raw_html]JTNDJTJGYSUzRQ==[\/vc_raw_html][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_raw_html]JTNDYSUyMGhyZWYlM0QlMjIlMkZlbiUyRnByb2plY3RzJTJGYWRlbGVzLXJlbWVkeWluZy1hbm9tYWxpZXMtdmlhLW5ldXJvLXN5bWJvbGljLWxlYXJuaW5nJTJGJTIyJTNF[\/vc_raw_html][vc_empty_space height=&#8221;250&#8243; image_repeat=&#8221;no-repeat&#8221; background_image=&#8221;38834&#8243;][vc_column_text]<\/p>\n<div class=\"referenz_kunde\">Research project ADELeS<\/div>\n<h3>Remedying anomalies via neuro-symbolic learning<\/h3>\n<p>[\/vc_column_text][vc_raw_html]JTNDJTJGYSUzRQ==[\/vc_raw_html][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_raw_html]JTNDYSUyMGhyZWYlM0QlMjIlMkZlbiUyRnByb2plY3RzJTJGbWF3aXMta2ktbGlmZXRpbWUtcHJlZGljdGlvbi1vZi1oaWdoLWVuZC1lbGVjdHJvbmljcyUyMiUzRQ==[\/vc_raw_html][vc_empty_space height=&#8221;250&#8243; image_repeat=&#8221;no-repeat&#8221; background_image=&#8221;38831&#8243;][vc_column_text]<\/p>\n<div class=\"referenz_kunde\">Research project MaWis-KI<\/div>\n<h3>Lifetime prediction of high-end electronics<\/h3>\n<p>[\/vc_column_text][vc_raw_html]JTNDJTJGYSUzRQ==[\/vc_raw_html][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;30&#8243;][vc_column_text]<\/p>\n<p style=\"text-align: center;\"><a class=\"mitPfeil\" href=\"https:\/\/xitaso.com\/en\/projects\/all-projects\/\">View all projects<\/a><\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;grid&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221;][vc_column][vc_empty_space height=&#8221;50&#8243; el_class=&#8221;not-on-mobile&#8221;][vc_empty_space height=&#8221;50&#8243;][\/vc_column][\/vc_row][vc_row css_animation=&#8221;&#8221; row_type=&#8221;row&#8221; use_row_as_full_screen_section=&#8221;no&#8221; type=&#8221;full_width&#8221; angled_section=&#8221;no&#8221; text_align=&#8221;left&#8221; background_image_as_pattern=&#8221;without_pattern&#8221; z_index=&#8221;&#8221; el_class=&#8221;your-contact-person&#8221; css=&#8221;.vc_custom_1720432046269{background-color: #e8e0e0 !important;}&#8221;][vc_column][vc_row_inner 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