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id="main-content" href="#main-content" tabindex="-1" class="visually-hidden"></a> <main class="layout-content"> <div> <div data-drupal-messages-fallback class="hidden"></div> <div class="breadcrumb"> <div class="container"> <div class="nr"> <div class="nc-12"> <ul> <li><a href="/">Home</a></li> <li><a href="/networks/">Network solutions</a></li> <li><a href="/networks/radio-access-networks/">Radio access networks</a></li> <li>Intelligent RAN operations</li> </ul> </div> </div> </div> </div> <div class="m-breadcrumb-grid"> <ol class="breadcrumb m-breadcrumb"> <li><a href="/"><div class="nav-txt">Home</div> <img src="/themes/custom/onenokia_reskin/img/chevron-left-small.svg" height="24" width="24" alt="Item seperator"></a></li> <li class="active relative drop-container"> <input type="checkbox" id="bread-nav"> <label href="#" tabIndex="-1" for="bread-nav">...</label> <div class="drop bg-white"> <ul class="list pl0"> <li><a href="/networks/"> Network solutions</a></li> <li><a href="/networks/radio-access-networks/"> Radio access networks</a></li> </ul> </div> </li> <li><a href=""> <img src="/themes/custom/onenokia_reskin/img/chevron-left-small.svg" height="24" width="24" alt="Item seperator"> <div class="nav-txt nav-last-child">Intelligent RAN operations</div></a></li> </ol> </div> <article> <div> <div class="layout layout--onecol"> <div class="layout__region layout__region--content"> <div class="paragraph paragraph--type--template-t17 paragraph--view-mode--default"> <div class="t11-campaign-landing"> <div class="top-content-region"> <div class="st-small sb-small paragraph paragraph--type--m2-intro paragraph--view-mode--default" data-paragraph-id="715356"> <div class="m2-intro__wrapper with-image m2-intro__verticle-alignment-top "> <div class="m2-intro__containers"> <div class="container"> <div class="nr"> <div class="nc-12"> <div class="m2-intro__container"> <div class="m2-intro__info "> <h1 class="m2-intro__title "> Intelligent RAN operations </h1> <div class="m2-intro__body"> <p>Go beyond automation with machine learning</p> </div> </div> </div> </div> </div> </div> </div> <div class="m2-intro__media-container"> <picture> <source media="(max-width: 414px)" srcset="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20City%20With%20Radio%20Signals%20-%20Header_1.png?height=414&width=414&resize=1"> <source media="(max-width: 767px)" srcset="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20City%20With%20Radio%20Signals%20-%20Header_1.png?height=300&width=767&resize=1"> <source media="(max-width: 1365px)" srcset="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20City%20With%20Radio%20Signals%20-%20Header_1.png?height=400&width=1365&resize=1"> <img src="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20City%20With%20Radio%20Signals%20-%20Header_1.png?height=600&width=1920&resize=1" alt="Intelligent RAN Operations"> </picture> </div> </div> </div> </div> <div class="main-content-region"> <div> <div> <div class="st-small sb-small paragraph paragraph--type--c0-layout-container paragraph--view-mode--default c-fonts"> <div class="c0-container bg-white page-width" > <div class="container"> <div class="nr c0--col-two c0--c3-in--second"> <div class="nc-9"> <div class="st-med sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <div class="simple-text__body"><p class="large">With the introduction of 5G, there are more network elements, sites, and cells than ever before. Operating 5G radio networks with manual-intensive tools or even with simple automation is no longer possible. Intelligent RAN Operations goes beyond automation with machine learning, enabling CSPs to be cost-efficient in the 5G era.</p> </div> </div> </div> </div> <div class="nc-3"> <div class="paragraph paragraph--type--c3-vertical-nav paragraph--view-mode--default"> <div class="c3-vertical-nav click-on-touch"> <div class="title">On this page</div> <ul> <li><a href="#what-is" title="What is Intelligent RAN operations?">What is Intelligent RAN operations?</a></li> <li><a href="#operations" title="Why is intelligence essential?">Why is intelligence essential?</a></li> <li><a href="#benefits" title="What are the benefits?">What are the benefits?</a></li> <li><a href="#products" title="Related products">Related products</a></li> <li><a href="#learn-more" title="Learn more">Learn more</a></li> </ul> </div> </div> </div> </div> <div class="nr c0--col-two"> <div class="nc-9"> <div class="anchor-wrap"><div id="what-is" data-anchor-visibility="1" data-anchor-title="What is Intelligent RAN operations?" class="offset-anchor"></div></div> <div class="st-med sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <h2 class="h48"> What is intelligent RAN operations? </h2> <div class="simple-text__body"><p> Managing the complexity of 5G in a cost-efficient way requires more than just automation. Machine learning is the key enabler to managing 5G operations. With machine learning, Intelligent 5G RAN operations automates routine network management tasks. It autonomously optimizes the radio network and reduces base station energy consumption.聽</p> <p>A characteristic of intelligent 5G operations is Openness. It means that operations are programmable and creates an open ecosystem where anyone can develop their own custom applications with a software development kit (SDK). Openness helps leverage the best innovation coming from the industry. Artificial intelligence and machine learning are especially areas where technology evolves rapidly.</p> </div> </div> </div> </div> <div class="nc-3"> <div class="st-small sb-small paragraph paragraph--type--c1-0-reference-component paragraph--view-mode--default"> <div class="c1-reference container"> <div class="nr"> <article class="c1-reference--reference-item nc-12 "> <div class="c1-reference__media-container "> <picture> <source media="(max-width: 414px)" srcset="/sites/default/files/2023-03/intelligent_ran_1920x1080px_thumb-1.png?height=215&width=382" width="382" height="215"> <source media="(max-width: 767px)" srcset="/sites/default/files/2023-03/intelligent_ran_1920x1080px_thumb-1.png?height=413&width=735" width="735" height="413"> <img loading="lazy" src="/sites/default/files/2023-03/intelligent_ran_1920x1080px_thumb-1.png?height=180&width=320" alt="Intelligent RAN Operations" width="320" height="180"> </picture> </div> <p class="c1-reference__label">Executive summary</p> <a class="-" href="https://onestore.nokia.com/asset/212331" > <h2 class="c1-reference__title title-arrow h24"> Intelligent RAN Operations </h2> </a> </article> </div> </div> </div> </div> </div> <div class="anchor-wrap"><div id="operations" data-anchor-visibility="1" data-anchor-title="Why is intelligence essential?" class="offset-anchor"></div></div> <div class="nr c0--col-two"> <div class="nc-9"> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <h2 class="h48"> Why is intelligence essential in 5G RAN operations? </h2> <div class="simple-text__body"><p>Conventional reactive operational processes must give way to鈥痳eal-time operations with flexible scalability. Manual procedures need to be replaced by intelligent automation.聽</p> <h3>聽<br /> Manage growing network complexity while maintaining operational efficiency</h3> <p>Network density and complexity are growing exponentially with the introduction of 5G. There are more network elements, sites, and cells than ever before. Also, many CSPs are still operating their 2G, 3G, and 4G networks despite launching 5G. This increases cost pressure for network operations.聽</p> </div> </div> </div> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <div class="simple-text__body"><h3 paraeid="{4e65422a-46f1-481d-ab05-262ab9a0c15c}{14}" paraid="114321519">Reduce radio network energy consumption without compromising the end user experience聽</h3> <p paraeid="{4e65422a-46f1-481d-ab05-262ab9a0c15c}{20}" paraid="71506754">70-80 percent of a mobile network鈥檚 energy is consumed by base station sites. Mobile operators face an overall increase of 10-30 percent annually in mobile network energy use. Managing energy efficiency is necessary to control the costs while maintaining the service level that end users are expecting.聽</p> </div> </div> </div> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <div class="simple-text__body"><h3>Ensure 5G network quality聽</h3> <p>5G networks are used also for business and mission-critical communications where the quality of service and 24/7 availability are essential. Most network outages are caused by human error. Automating operations helps eliminate human mistakes.聽</p> </div> </div> </div> </div> <div class="nc-3"> <div class="st-small sb-small paragraph paragraph--type--c1-0-reference-component paragraph--view-mode--default"> <div class="c1-reference container"> <div class="nr"> <article class="c1-reference--reference-item nc-12 "> <div class="c1-reference__media-container "> <picture> <source media="(max-width: 414px)" srcset="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20Automated%20Configuration_thumb_0.jpg?height=215&width=382" width="382" height="215"> <source media="(max-width: 767px)" srcset="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20Automated%20Configuration_thumb_0.jpg?height=413&width=735" width="735" height="413"> <img loading="lazy" src="/sites/default/files/2022-02/Nokia%20-%20Energy%20Savings%20Mgmt%20-%20Automated%20Configuration_thumb_0.jpg?height=180&width=320" alt="Executive summary" width="320" height="180"> </picture> </div> <p class="c1-reference__label">Executive summary</p> <a class="-" href="https://onestore.nokia.com/asset/210963" > <h2 class="c1-reference__title title-arrow h24"> EdenNet SON Energy Saving Management solution </h2> </a> </article> </div> </div> </div> </div> </div> <div class="anchor-wrap"><div id="benefits" data-anchor-visibility="1" data-anchor-title="What are the benefits?" class="offset-anchor"></div></div> <div class="nr c0--col-two"> <div class="nc-9"> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <h2 class="h48"> What are the benefits of intelligent 5G RAN operations? </h2> <div class="simple-text__body"><p> Nokia Intelligent RAN Operations solution implements machine learning functionalities that help CSPs cope with network complexity, improve radio network quality, reduce radio network energy consumption, and improve overall efficiency.聽</p> <ul><li>Utilizing machine learning to reduce manual work improves overall operational efficiency. CSPs can do network management tasks faster than ever with automation of routines and zero-touch optimization of the network. We have seen up to 80% efficiency gain in live networks.聽</li> <li>Moving from human-led operations to machine-led will eliminate human errors thus improving radio network quality.聽</li> <li>Intelligent RAN energy management reduces base station power consumption up to 15%, helping CSPs reach their zero-emission targets.聽</li> </ul><p>聽</p> </div> </div> </div> </div> <div class="nc-3"> <div class="st-small sb-small paragraph paragraph--type--c1-0-reference-component paragraph--view-mode--default"> <div class="c1-reference container"> <div class="nr"> <article class="c1-reference--reference-item nc-12 "> <div class="c1-reference__media-container "> <picture> <source media="(max-width: 414px)" srcset="/sites/default/files/2022-02/Alarm%20management%20thumb.jpg?height=215&width=382" width="382" height="215"> <source media="(max-width: 767px)" srcset="/sites/default/files/2022-02/Alarm%20management%20thumb.jpg?height=413&width=735" width="735" height="413"> <img loading="lazy" src="/sites/default/files/2022-02/Alarm%20management%20thumb.jpg?height=180&width=320" alt="case study" width="320" height="180"> </picture> </div> <p class="c1-reference__label">Case Study</p> <a class="-" href="https://onestore.nokia.com/asset/207881" > <h2 class="c1-reference__title title-arrow h24"> Nokia Vodafone Germany aims to boost network quality with intelligent alarm correlation </h2> </a> </article> </div> </div> </div> </div> </div> <div class="nr c0--col-four"> <div class="nc-3"> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <div class="simple-text__icon"> <svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 48 48"> <defs> <style> .iconcls-1 { fill: none; stroke: currentColor; stroke-linejoin: round; stroke-width: 2px; } </style> </defs> <path class="iconcls-1" d="m39.1,19h-11.74L31.9,1.39,8.9,28h11.66l-4.54,17.61,23.09-26.61Z"/> </svg> </div> <h2 class="h48"> 15% </h2> <div class="simple-text__body"><p>reduction in base station power consumption</p> </div> </div> </div> </div> <div class="nc-3"> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <div class="simple-text__icon"> <svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 48 48"> <defs> <style> .iconcls-1 { fill: none; stroke: currentColor; stroke-linecap: round; stroke-linejoin: round; stroke-width: 2px; } </style> </defs> <path class="iconcls-1" d="m37,47v-19m10,9h-19"/> <path class="iconcls-1" d="m15,47H1v-19h19v19m-5-27H1V1h19v19m22,0h-14V1h19v19"/> </svg> </div> <h2 class="h48"> 70% </h2> <div class="simple-text__body"><p>fewer alarms to resolve</p> </div> </div> </div> </div> <div class="nc-3"> <div class="st-small sb-small paragraph paragraph--type--c4-simple-text paragraph--view-mode--default"> <div class="c06 simple-text "> <div class="simple-text__icon"> <svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 48 48"> <defs> <style> .iconcls-1 { stroke-width: 1.98px; } .iconcls-1, .iconcls-2 { fill: none; stroke: currentColor; stroke-linecap: round; stroke-linejoin: round; } .iconcls-2 { stroke-width: 1.67px; } .iconcls-3 { fill: currentColor; stroke-width: 0px; } </style> </defs> <g> <path class="iconcls-1" d="m32.04,35.34c8.21,0,14.96-6.75,14.96-14.96s-6.67-14.96-14.96-14.96c-7.8,0-14.22,6.01-14.87,13.57"/> <line class="iconcls-1" x1="32" y1="1" x2="32" y2="5"/> <line class="iconcls-1" x1="28" y1="1" x2="36" y2="1"/> <line class="iconcls-1" x1="32" y1="8" x2="32" y2="11"/> <line class="iconcls-1" x1="20.26" y1="7.14" x2="22.05" y2="8.84"/> <line class="iconcls-1" x1="42.04" y1="8.84" x2="43.83" y2="7.14"/> <line class="iconcls-1" x1="32" y1="30" x2="32" y2="32"/> <line class="iconcls-1" x1="44" y1="20" x2="42" y2="20"/> </g> <g> <path class="iconcls-2" d="m28.22,31.03c-.81,0-1.71-.24-2.68-1.38-.73-.81-1.22-1.87-1.06-2.93.08-.89.49-1.63,1.14-2.19.24-.24.24-.65,0-.89-1.22-1.38-2.68-2.6-4.31-3.41-.33-.16-.65-.08-.89.24-.73,1.22-2.19,2.03-3.74,1.79-1.54-.16-2.76-1.3-3.17-2.68-.08-.33-.41-.49-.81-.49-1.79.41-3.5,1.14-5.04,2.19-.24.16-.33.57-.16.89.41.73.65,1.54.57,2.44-.16,1.06-.81,2.03-1.71,2.6-1.22.81-2.11.89-2.93.65-.33-.08-.73.08-.81.41-.33.98-.65,2.03-.73,3.09-.16,1.06-.16,2.11-.08,3.09,0,.33.33.65.73.57.73,0,1.63.24,2.44,1.06.98.89,1.54,2.19,1.3,3.5-.16.81-.57,1.46-1.14,1.95-.24.41-.24.81,0,1.14,1.22,1.38,2.68,2.6,4.31,3.41.33.16.73,0,.89-.24.73-1.3,2.19-2.11,3.82-1.95,1.54.16,2.84,1.3,3.17,2.76.08.33.41.57.81.49,1.79-.41,3.5-1.22,5.04-2.28.24-.24.33-.57.16-.89-.49-.73-.73-1.63-.57-2.6.16-1.06.81-1.87,1.71-2.44,1.22-.81,2.19-.89,3.01-.65.33.08.73-.08.81-.41.33-.98.57-1.95.73-3.01s.16-2.19.08-3.25c-.16-.33-.49-.57-.89-.57Z"/> <circle class="iconcls-2" cx="15.46" cy="33.15" r="3.9"/> </g> <circle class="iconcls-3" cx="32.13" cy="20.39" r="1.63"/> </svg> </div> <h2 class="h48"> 80% </h2> <div class="simple-text__body"><p>efficiency gain with zero-touch radio network optimization</p> </div> </div> </div> </div> <div class="nc-3"> </div> </div> </div> </div> </div> </div> <div> <div class="st-small sb-small paragraph paragraph--type--c0-layout-container paragraph--view-mode--default c-fonts"> <div class="c0-container bg-white page-width" > <div class="container"> <div class="anchor-wrap"><div id="products" data-anchor-visibility="1" data-anchor-title="Related products" class="offset-anchor"></div></div> <div class="paragraph paragraph--type--c0-layout-row paragraph--view-mode--default nr c0--col-one c-fonts"> <div class="nc-12"> <div class="paragraph paragraph--type--c23-component paragraph--view-mode--default"> <div class="c23-component c23-component--grid c23-component-pid-716161 c0-container"> <div class="container"> <h2>Explore our related products</h2> <div class="nr"> <article class="c23-component-item 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src="/sites/default/files/2024-06/blog-banner.png?height=774&width=1376" alt="Harnessing the power of AI in autonomous RAN operations" width="1376" height="774"> </picture> </div> <p class="c23-component__label">Blog</p> <a href="https://www.nokia.com/blog/harnessing-the-power-of-ai-in-autonomous-ran-operations/"> <div class="c23-component__title-wrapper"> <h3 class="c23-component__title h24 title-arrow"> Harnessing the power of AI in autonomous RAN operations </h3> </a> </div> </article> <article class="c23-component-item nc-4 "> <div class="c23-component__image-container "> <picture> <source media="(max-width: 414px)" srcset="/sites/default/files/customer_success/607975587.webp?height=180&width=320" width="320" height="180"> <source media="(max-width: 767px)" srcset="/sites/default/files/customer_success/607975587.webp?height=377&width=671" width="671" height="377"> <img loading="lazy" src="/sites/default/files/customer_success/607975587.webp?height=774&width=1376" alt="Customer 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