{"id":215142,"date":"2019-03-12T05:41:45","date_gmt":"2019-03-12T12:41:45","guid":{"rendered":"https:\/\/www.esri.com\/about\/newsroom\/?post_type=wherenext&#038;p=215142"},"modified":"2025-12-12T08:41:56","modified_gmt":"2025-12-12T16:41:56","slug":"5g-network-buildout-with-ai","status":"publish","type":"wherenext","link":"https:\/\/www.esri.com\/about\/newsroom\/publications\/wherenext\/5g-network-buildout-with-ai","title":{"rendered":"NextTech: AI\u2019s Role in the 5G Buildout"},"author":501,"featured_media":0,"parent":0,"menu_order":0,"template":"","format":"standard","meta":{"_acf_changed":false,"sync_status":"","episode_type":"","audio_file":"","podmotor_file_id":"","podmotor_episode_id":"","castos_file_data":"","cover_image":"","cover_image_id":"","duration":"","filesize":"","filesize_raw":"","date_recorded":"","explicit":"","block":"","itunes_episode_number":"","itunes_title":"","itunes_season_number":"","itunes_episode_type":"","_links_to":"","_links_to_target":""},"categories":[369852,411722,121242],"tags":[325872,483792,277272,325882],"department":[476822],"wherenext-category":[],"industry":[],"class_list":["post-215142","wherenext","type-wherenext","status-publish","format-standard","hentry","category-artificial-intelligence--ai","category-nexttech-features","category-telecommunications","tag-5g","tag-nexttech","tag-telecom","tag-wireless-providers","department-data-and-ai"],"acf":{"short_description":"As wireless providers plan 5G wireless networks, AI and big data tools promise support for connection quality and business development. ","pdf":{"host_remotely":false,"file":"","file_url":""},"flexible_content":[{"acf_fc_layout":"content","content":"Editor\u2019s note: Welcome to the first article in <em>WhereNext<\/em>\u2019s NextTech series. Each article is separated into three sections: <strong>The Situation<\/strong> explains the real-world conditions that make the technology interesting today. <strong>NextTech<\/strong> examines the capabilities behind this innovative technology. <strong>The Upshot<\/strong> reveals the implications for businesses and consumers."},{"acf_fc_layout":"sidebar","layout":"standard","image_reference":null,"image_reference_figure":"","spotlight_image":null,"section_title":"","spotlight_name":"","position":"Right","content":"<strong>Article Snapshot:<\/strong> Consumers and businesses expect greater speed and quality from 5G networks, and wireless providers are delivering with help from AI and big data tools that address network deficiencies and predict subscriber growth.","snippet":""},{"acf_fc_layout":"content","content":"The rollout of 5G communications promises consumers many things\u2014faster data speeds, deeper <a href=\"https:\/\/www.esri.com\/en-us\/iot\/overview\">IoT<\/a> functionality, more connections to more devices. But hidden in the hoopla over consumer benefits is the fact that wireless providers\u2014the telecom companies creating the backbone of 5G\u2014also stand to gain. New capabilities in AI, big data, and location tech will help wireless providers analyze coverage quality, predict where future consumers will need access, and separate their network from competitors in the ramp-up to 5G.\r\n<h2><strong>The <\/strong><strong>Situation\u20145G Touts Business, Consumer Benefits <\/strong><\/h2>\r\nThe phones we carry with us may be the most conspicuous beneficiaries of the speed and bandwidth improvements that accompany <a href=\"https:\/\/www.cnbc.com\/2018\/12\/04\/5g-phones-are-coming-next-year-heres-what-that-means-for-you.html\">5G networks, which will begin to roll out this year<\/a>. But in a world of IoT, the connection in our pockets is just one information stream in a larger ecosystem. 5G networks also promise greater speed and data capabilities to:\r\n<ul>\r\n \t<li>Business assets such as work trucks, goods in transit, oil wells, even field workers themselves<\/li>\r\n \t<li>Millions of vehicles\u2014from the merely smart to the fully autonomous<\/li>\r\n \t<li>Building systems\u2014for lighting, heating and ventilation, security, and more<\/li>\r\n \t<li>Smart city hardware of all stripes, collecting data on everything from traffic to gunshots<\/li>\r\n \t<li>Smart home devices such as speakers, kitchen appliances, and security systems. (Near term, most of these will remain on WiFi networks connected to broadband fiber networks. But that could change as 5G grows ubiquitous.)<\/li>\r\n<\/ul>\r\nIn our personal lives, the speed and reliability of 5G might mean better gaming experiences or binge-watching sessions. In the business world, it will lead to a real-time understanding of operating conditions and quicker, more informed decisions. 5G could enable a CNC machine on the factory floor to quickly download a software update to fix a maintenance issue, or prompt a self-driving car react faster to changing weather conditions."},{"acf_fc_layout":"form","form_type":"aside","form_position":"Right","form_title":"THE ESRI BRIEF","form_desc":"A biweekly email connecting senior executives and business leaders with thought-provoking articles on location intelligence and critical technology trends.","form_button_label":"Sign up now","form_content":"https:\/\/go.pardot.com\/l\/82202\/2017-10-12\/jw1bmb","form_tag":"low-commitment-form\/sign-up-form"},{"acf_fc_layout":"content","content":"But 5G won\u2019t automatically eliminate today\u2019s deficiencies. Wireless providers will still be challenged to decrease dropped calls, reduce data latency, and expand network coverage to more customers.\r\n\r\nThis NextTech segment explores several tools that enlist AI, big data, predictive capabilities, and <a href=\"https:\/\/www.esri.com\/en-us\/location-intelligence\">location intelligence<\/a> to address those shortfallings and make 5G as reliable as consumers and businesses expect it to be. It also illustrates the increasing value that wireless providers can realize as they move from descriptive technology to predictive and even prescriptive tools.\r\n\r\nEach capability below is illustrated by a short video segment.\r\n<h2><strong>NextTech\u2014AI, Big Data, Location Analytics, and Predictive Power<\/strong><\/h2>\r\nAs wireless providers design their 5G networks, they have new tools to power two key objectives: ensuring that 5G quality meets customer expectations and spotting new business opportunities.\r\n\r\nHere\u2019s a look at how advanced technology\u2014including a mix of location intelligence, <a href=\"https:\/\/www.esri.com\/en-us\/artificial-intelligence\">artificial intelligence<\/a>, big data analysis, and demographic predictions\u2014contributes to those business goals.\r\n\r\n<strong>Ensuring Quality<\/strong>\r\n\r\nWireless providers log records of every dropped call across their network. That data is least useful when it\u2019s trapped in spreadsheets, so wireless companies often plot those calls on smart maps powered by geographic information system (GIS) technology.\r\n\r\nThis descriptive application of GIS results in thousands of \u201cdropped call\u201d dots strewn across a metro area\u2014at best an incomplete story, at worst a case of data overload. Industry leaders are making their maps smarter with an AI-based function called clustering. To pinpoint clusters of dropped calls, GIS software uses machine learning to analyze similarities among incidents. It then creates a heat map that shows geographic areas where network quality is subpar, alerting network planners to places where they might add access points for optimal 5G coverage."},{"acf_fc_layout":"youtube","youtube_video_url":"http:\/\/youtu.be\/XvOwq1g3A2k"},{"acf_fc_layout":"content","content":"&nbsp;\r\n\r\n<strong>Expanding Market Opportunities<\/strong>\r\n\r\nSmartphones may seem ubiquitous, but in only 29 countries are they <a href=\"https:\/\/en.wikipedia.org\/wiki\/List_of_countries_by_smartphone_penetration\">used by more than 50 percent of the population<\/a>. Even in advanced economies such as South Korea, the Netherlands, and the United States, penetration rates remain below 72 percent. Opportunity abounds, and predictive and prescriptive tools are spotting it.\r\n\r\nFor 5G planners, two prediction tools help zero in on opportunities to add wireless users to their company\u2019s subscriber rolls. Both integrate several cutting-edge tools\u2014including machine learning, big-data processing, and predictive analysis technology.\r\n\r\nThe first GIS tool for 5G business planning relies on an AI-based technique called emerging hot spots. The technique analyzes data across time\u2014for example, the past five years of data usage by wireless subscribers in Orlando. Instead of revealing individual subscribers, the GIS map shows an aggregation of subscribers in a small geographic area."},{"acf_fc_layout":"youtube","youtube_video_url":"http:\/\/youtu.be\/3qX-lk7nuVY"},{"acf_fc_layout":"content","content":"&nbsp;\r\n\r\nTo figure out how customer demand is changing and where to add access points to support new business, the GIS-powered AI identifies emerging hot spots (areas where subscribers are using more data) and emerging cold spots (areas where subscribers are using less). The hot spot map shows clearly how customer usage is trending\u2014and suggests where providers should expand capacity.\r\n\r\nA fuller picture of 5G opportunities emerges when planners add a prediction tool to the analysis. Fueled by geoenrichment, this process adds layers of demographic insight to smart maps. This allows 5G planners to see projections of how a geographic area will change. If the smart maps predict a population decline in a particular area of Orlando, for instance, 5G planners might focus more investments on an area expected to grow 10 percent over the next five years."},{"acf_fc_layout":"youtube","youtube_video_url":"http:\/\/youtu.be\/M33Fsvp6PiM"},{"acf_fc_layout":"content","content":"&nbsp;\r\n<h2><strong>The Upshot\u2014A Chance to Expand and Outpace<\/strong><\/h2>\r\nOnce this technology has predicted where networks should expand, wireless providers can enlist the prescriptive talents of another AI-based tool to plan the build out. This GIS capability incorporates the AI technique of deep learning to detect objects and patterns in images (often satellite images, but also drone shots) and prescribe the most effective next steps. This saves telecoms, utility companies, and others the time and expense of manual investigation.\r\n\r\nFor instance, if a wireless provider learns from GIS that a certain section of Orlando is ripe for subscriber and network growth, AI can help the company move quickly on the opportunity. A deep learning program embedded in GIS scans imagery of the Orlando area and identifies infrastructure for the buildout\u2014poles of the right height, buildings that might host antennas, and more."},{"acf_fc_layout":"youtube","youtube_video_url":"http:\/\/youtu.be\/lvtK-WddOAc"},{"acf_fc_layout":"content","content":"&nbsp;\r\n\r\nFew industries broadcast their competitive battles as vociferously as telecoms do. Their push to create the highest-quality wireless network and attract the largest subscriber base plays out in commercials, direct-mail flyers, and 20-foot-tall tube creatures that dance and flutter along roadsides near and far.\r\n\r\nIn that race, every advantage can expand the bottom line of the company that embraces it.\r\n\r\nBefore this NextTech arrived, wireless providers were stuck with expensive, slow-going labor-intensive inspections as they sought to expand capacity and add subscribers. In each case above, NextTech is eliminating manual processes and increasing the descriptive, predictive, and prescriptive insights that drive important business decisions.\r\n\r\nWireless networks serve as the circulatory system of the digital age\u2014a vital link to information, understanding, and action. As businesses and consumers anticipate the rollout of 5G, providers are finding that a suite of NextTech tools illuminates ways to improve network quality and spot and seize new business opportunities.\r\n\r\n&nbsp;\r\n\r\n<em>(For an overview video describing all the tech in this article and related techniques, <a href=\"https:\/\/www.youtube.com\/watch?v=NHFJV2y2_Nc\">click here<\/a>.)<\/em>"}],"references":null},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>NextTech: AI, Big Data, Location Intelligence and Prediction Tools Fuel 5G<\/title>\n<meta name=\"description\" content=\"Telecoms and wireless providers buliding 5G networks have access to AI, machine learning, and predictive tools to improve signal quality, add subscribers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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