{"id":1529,"date":"2022-03-23T09:00:00","date_gmt":"2022-03-23T14:00:00","guid":{"rendered":"https:\/\/packitforwarding.com\/?p=1529"},"modified":"2022-03-22T22:21:50","modified_gmt":"2022-03-23T03:21:50","slug":"ai-rrm-its-whats-on-the-air","status":"publish","type":"post","link":"https:\/\/packitforwarding.com\/index.php\/2022\/03\/23\/ai-rrm-its-whats-on-the-air\/","title":{"rendered":"AI RRM It&#8217;s What&#8217;s On the Air"},"content":{"rendered":"\n<p>Traditionally, network engineers are used to having to manage the channel and power level for the access points in their environment. This has caused a long-standing debate between those that trust Radio Resource Monitoring (RRM) and those that insist on statically assigning these values. I&#8217;m generally on the side of trusting RRM, but that&#8217;s mainly because I&#8217;ve never had the luxury of being a full-time wireless engineer. <\/p>\n\n\n\n<p>Taking the time to review and manually set hundreds of radios was never something my job allowed so I went for the easier path and hoped for the best. This being said, I knew the risks and the downsides. Mainly the fact that because of the chance of disruption I was running RRM in the middle of the night when there was most likely the least chance of interference that would cause a change. <\/p>\n\n\n\n<p>Now, however, Cisco has an answer for &#8220;lazy&#8221; engineers like me. Cisco DNA Assurance is now able to control RRM using Artificial Intelligence (AI) and Machine Learning (ML). The best part is that this is done based on 14 days of history instead of a short 10-minute view! Based on what we learned during <a href=\"https:\/\/techfieldday.com\/event\/tfdxcisco22\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tech Field Day Exclusive with Cisco 2022<\/a>, this feature is part of the DNA Advanced license set and requires both a DNA Center Appliance and the Catalyst 9800 series wireless controllers.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" data-attachment-id=\"1533\" data-permalink=\"https:\/\/packitforwarding.com\/index.php\/2022\/03\/23\/ai-rrm-its-whats-on-the-air\/atmgr_33pt2q83xs\/\" data-orig-file=\"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?fit=2598%2C1462&amp;ssl=1\" data-orig-size=\"2598,1462\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"atmgr_33PT2Q83Xs\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?fit=640%2C360&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=640%2C360&#038;ssl=1\" alt=\"AI RRM has several benefits including adaptive parameter optimization, actionable insights, and a 10x increase in operational efficiency.\" class=\"wp-image-1533\" srcset=\"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=2048%2C1152&amp;ssl=1 2048w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?resize=1%2C1&amp;ssl=1 1w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/atmgr_33PT2Q83Xs.png?w=1920&amp;ssl=1 1920w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>AI Enhanced RRM<\/figcaption><\/figure>\n\n\n\n<p>As you can see in the above slide, Cisco really believes that AI Enhanced RRM is a game changer. I tend to agree with them. I&#8217;m looking forward to seeing this technology in action. If you want to learn more, watch their presentation from Tech Field Day Exclusive with Cisco 2022 below. <\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-vimeo wp-block-embed-vimeo wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Cisco AI Enhanced RRM: The Next Chapter in RF Performance\" src=\"https:\/\/player.vimeo.com\/video\/689353032?dnt=1&amp;app_id=122963\" width=\"640\" height=\"360\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\"><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Traditionally, network engineers are used to having to manage the channel and power level for the access points in their environment. This has caused a long-standing debate between those that trust Radio Resource Monitoring (RRM) and those that insist on statically assigning these values. I&#8217;m generally on the side of trusting RRM, but that&#8217;s mainly [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1532,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"Learn more about Cisco's AI driving RRM for wireless. #CiscoTFDx #CiscoChampion #wifi","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[24,165,34],"tags":[264,106,263,128],"class_list":["post-1529","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cisco","category-tech-field-day","category-wireless","tag-ai","tag-cisco","tag-ciscotfdx22","tag-wireless"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI RRM It&#039;s What&#039;s On the Air -<\/title>\n<meta name=\"description\" content=\"Cisco discussed the innovations of Artificial Intelligence being used with Radio Resource Managment (RRM) to improve wireless networks at Tech Field Day Exclusive with Cisco 2022.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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Currently I am working for a multi-state hospital system.","sameAs":["https:\/\/www.facebook.com\/packitforwarding","https:\/\/www.linkedin.com\/in\/benstory","https:\/\/x.com\/https:\/\/www.twitter.com\/ntwrk80"]}]}},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2022\/03\/pexels-photo-6325001.jpeg?fit=1880%2C1253&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pay9MD-oF","jetpack-related-posts":[{"id":673,"url":"https:\/\/packitforwarding.com\/index.php\/2019\/06\/10\/cisco-certification-rebooted\/","url_meta":{"origin":1529,"position":0},"title":"Cisco Certification &#8211; Rebooted","author":"Ben Story","date":"June 10, 2019","format":false,"excerpt":"UPDATE: Go over to my latest article about the Cisco Certification reboot after reading this article for more information and updates. Today during the opening keynote of Cisco Live 2019, new announcements about Cisco Certification were made. Fasten your seat belts, we're going for a ride. One CCNA to Rule\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/packitforwarding.com\/index.php\/category\/blog\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/0012.jpg?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/0012.jpg?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/0012.jpg?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/0012.jpg?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/0012.jpg?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":684,"url":"https:\/\/packitforwarding.com\/index.php\/2019\/06\/18\/cisco-live-2019-recap-part-1\/","url_meta":{"origin":1529,"position":1},"title":"Cisco Live 2019 Recap &#8211; Part 1","author":"Ben Story","date":"June 18, 2019","format":false,"excerpt":"Another Cisco Live is now history, but there is a lot to discuss. As usual tens of thousands of geeks descended on San Diego last week to learn new things, share things and meet new people. Cisco made several new announcements during the conference as well. Opening Keynote https:\/\/youtu.be\/I9MhYhJ_Rtk?list=PLFT-9JpKjRTCaLoXNNVIP4FgeQwmsFhWT It's\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/packitforwarding.com\/index.php\/category\/blog\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/art-big-data-blur-373543.jpg?fit=640%2C426&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/art-big-data-blur-373543.jpg?fit=640%2C426&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/06\/art-big-data-blur-373543.jpg?fit=640%2C426&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":1057,"url":"https:\/\/packitforwarding.com\/index.php\/2020\/02\/24\/cisco-certification-the-next-generation\/","url_meta":{"origin":1529,"position":2},"title":"Cisco Certification the Next Generation","author":"Ben Story","date":"February 24, 2020","format":false,"excerpt":"If you've been paying attention to the Cisco world since Cisco Live US 2019, you have probably heard a lot about the changes to the Cisco Certification program. The changes are now the rule of the land and we're starting to get a better picture of how things will work\u2026","rel":"","context":"In &quot;Certification&quot;","block_context":{"text":"Certification","link":"https:\/\/packitforwarding.com\/index.php\/category\/certification\/"},"img":{"alt_text":"Photo by Alexas Fotos from Pexels","src":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2020\/02\/time-for-change-sign-with-led-light-2277784.jpg?fit=640%2C426&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2020\/02\/time-for-change-sign-with-led-light-2277784.jpg?fit=640%2C426&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2020\/02\/time-for-change-sign-with-led-light-2277784.jpg?fit=640%2C426&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":1405,"url":"https:\/\/packitforwarding.com\/index.php\/2021\/02\/10\/cisco-champion-radio-fastlane-optimizes-network-and-device-communication\/","url_meta":{"origin":1529,"position":3},"title":"Cisco Champion Radio: Fastlane+ Optimizes Network and Device Communication","author":"Ben Story","date":"February 10, 2021","format":false,"excerpt":"I recently did a podcast with Cisco Champions Radio about Cisco and Apple's continued partnership to bring better service to iOS and MacOS devices on Cisco wireless networks. This started with Fastlane and now they're introducing Fastlane+. https:\/\/soundcloud.com\/user-327105904\/s8e6-fastlane-optimizes-network-and-device-communication","rel":"","context":"In &quot;Apple&quot;","block_context":{"text":"Apple","link":"https:\/\/packitforwarding.com\/index.php\/category\/apple\/"},"img":{"alt_text":"Close Up Photo of Gold-colored and Black Condenser Microphone","src":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2020\/07\/close-up-photo-of-gold-colored-and-black-condenser-682082.jpg?fit=640%2C426&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2020\/07\/close-up-photo-of-gold-colored-and-black-condenser-682082.jpg?fit=640%2C426&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2020\/07\/close-up-photo-of-gold-colored-and-black-condenser-682082.jpg?fit=640%2C426&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":1022,"url":"https:\/\/packitforwarding.com\/index.php\/2019\/12\/19\/cisco-ios-ios-xe-fn-70489\/","url_meta":{"origin":1529,"position":4},"title":"Cisco IOS\/IOS-XE FN: 70489","author":"Ben Story","date":"December 19, 2019","format":false,"excerpt":"On December 17th, 2019, Cisco released a Field Notice that could ruin a lot of people's holiday vacations. The Field Notice says that any IOS device prior to 15.6(03)M07, 15.7(03)M05, 15.8(03)M03, or 15.9(03)M; and IOS-XE prior to 16.9.1 has a bug with the self-signed certificate. The bug is that they\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/packitforwarding.com\/index.php\/category\/blog\/"},"img":{"alt_text":"Photo of a bug on a leaf by Jimmy Chan from Pexels","src":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/12\/close-up-photo-of-insect-on-leaf-2395925.jpg?fit=640%2C426&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/12\/close-up-photo-of-insect-on-leaf-2395925.jpg?fit=640%2C426&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/12\/close-up-photo-of-insect-on-leaf-2395925.jpg?fit=640%2C426&ssl=1&resize=525%2C300 1.5x"},"classes":[]},{"id":947,"url":"https:\/\/packitforwarding.com\/index.php\/2019\/10\/28\/cisco-live-latin-america-day-0\/","url_meta":{"origin":1529,"position":5},"title":"Cisco Live Latin America &#8211; Day 0","author":"Ben Story","date":"October 28, 2019","format":false,"excerpt":"I'll call this day 0 since the main conference starts in earnest tomorrow. Today is similar to Sunday at Cisco Live US where it is mainly purchased labs and techtorials. Location, Location, Location This is the view from my hotel room. Cisco Live Latin America is being held this year\u2026","rel":"","context":"In &quot;Blog&quot;","block_context":{"text":"Blog","link":"https:\/\/packitforwarding.com\/index.php\/category\/blog\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/10\/IMG_4007-e1572295301666.jpg?fit=1024%2C576&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/10\/IMG_4007-e1572295301666.jpg?fit=1024%2C576&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/10\/IMG_4007-e1572295301666.jpg?fit=1024%2C576&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/packitforwarding.com\/wp-content\/uploads\/2019\/10\/IMG_4007-e1572295301666.jpg?fit=1024%2C576&ssl=1&resize=700%2C400 2x"},"classes":[]}],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/posts\/1529","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/comments?post=1529"}],"version-history":[{"count":2,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/posts\/1529\/revisions"}],"predecessor-version":[{"id":1535,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/posts\/1529\/revisions\/1535"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/media\/1532"}],"wp:attachment":[{"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/media?parent=1529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/categories?post=1529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/packitforwarding.com\/index.php\/wp-json\/wp\/v2\/tags?post=1529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}