{"id":1011078,"date":"2024-03-01T08:39:49","date_gmt":"2024-03-01T16:39:49","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-video&#038;p=1011078"},"modified":"2024-03-15T05:31:30","modified_gmt":"2024-03-15T12:31:30","slug":"project-janus-the-anomaly-detection-demo-mwc-2024","status":"publish","type":"msr-video","link":"https:\/\/www.microsoft.com\/en-us\/research\/video\/project-janus-the-anomaly-detection-demo-mwc-2024\/","title":{"rendered":"Project Janus: The anomaly detection demo (MWC 2024)"},"content":{"rendered":"<p>Explore the transformative world of vRAN operations in this insightful video, where frequent updates and complex troubleshooting meet the power of AI and machine learning. Discover how defining a normal operational state in vRAN is challenging due to real-time constraints and how generative AI models are revolutionizing problem detection by learning and identifying deviations proactively. We demonstrate a distributed unsupervised machine learning model that collects extensive telemetry and deploys real-time anomaly detection, using over 600 metrics and edge computing for precise issue resolution. Witness how this AI-driven approach simplifies the &#8220;single point of management&#8221; dilemma, automates troubleshooting, and promises a future of optimized wireless networks with unparalleled efficiency. This is a joint demo with the University of Edinburgh, running on top of Capgemini 5G RAN with Intel FlexRAN.<\/p>\n<p>Youtube link: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/youtu.be\/eVD-nTy4AO4\">https:\/\/youtu.be\/eVD-nTy4AO4<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Explore the transformative world of vRAN operations in this insightful video, where frequent updates and complex troubleshooting meet the power of AI and machine learning. Discover how defining a normal operational state in vRAN is challenging due to real-time constraints and how generative AI models are revolutionizing problem detection by learning and identifying deviations proactively. [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13547],"msr-video-type":[],"msr-locale":[268875],"msr-post-option":[],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-1011078","msr-video","type-msr-video","status-publish","hentry","msr-research-area-systems-and-networking","msr-locale-en_us"],"msr_download_urls":"","msr_external_url":"https:\/\/youtu.be\/eVD-nTy4AO4","msr_secondary_video_url":"","msr_video_file":"","_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/1011078"}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-video"}],"version-history":[{"count":6,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/1011078\/revisions"}],"predecessor-version":[{"id":1015017,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/1011078\/revisions\/1015017"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1011078"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1011078"},{"taxonomy":"msr-video-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video-type?post=1011078"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1011078"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1011078"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=1011078"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=1011078"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}