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Small Cell Forum and 5G Americas Show Significant Savings in 5G Network Deployment Costs Using Artificial Intelligence and Machine Learning for Cell Siting

Ground-breaking Precision Planning White Paper Highlights New Capabilities for Network Densification  

LONDON, UK and BELLEVUE, Wash. – October 30, 2019  Small Cell Forum (SCF) and 5G Americas today announced the publication of a white paper, Precision Planning for 5G Era Networks with Small Cells. It explores the precision planning process of small cell siting and identifies how employing Machine Learning (ML) and Artificial Intelligence (AI) in network design can help to reduce the cost of deployments while optimizing coverage over traditional manual methods. The white paper was created by working teams at the two industry associations and includes project leadership contributions from: AT&T, iBwave, Keima and Nokia. The full whitepaper is available for download here.

The ever-increasing demand for mobile data is driving network densification with the deployment of small cells. Although lower cost than macro towers, the compact, low-power nature of small cells means they also serve a smaller area. This in turn means they need to be located closer to demand hotspots in order to effectively cover the mobile data demands of customers.  

Manhattan, New York was one example used in the white paper where AI and algorithmic ML automated design processes were able to provide coverage and dominance while reducing the number of sites required from 185 to just 111. This reduction provided significant savings while additionally creating optimized coverage.

The paper also examines why measurements of network quality, signal strength and quality, traffic patterns, and other topographical considerations are important for maximizing a network operators’ return on capital investment, and demonstrates how including AI and ML models in small cell design and siting efforts can provide optimal coverage and throughput with the most efficient capital investment.

Said Prabhakar Chitrapu, Chair of Small Cell Forum: “Small cells will form one of the foundations on which 5G is built, particularly through dense HetNets in spectrum-hungry urban areas. It is essential that as an organization we consider the implications of this, and work to ensure that processes are in place to make the deployment of these cells viable. This is a hugely important body of work, undertaken by Forum members and alongside our partners at 5G Americas, which demonstrates that Artificial Intelligence and Machine Learning can inform cost, time and resource efficiencies that surpass those of teams of people working to traditional methods. The potential for AI and ML is tremendous, and investing in good planning of small cells now can reap huge rewards later.”

Said Chris Pearson, President of 5G Americas: “Machine intelligence and algorithms are tools that can enable excellent small cell siting efficiencies. It will beimperative for operators and their vendor partners to work on integrating massive amounts of data with these new network design capabilities.”  

Said Peter Love, 5G Principal Architect at Nokia: “The evolution towards 5G must be looked at as a new business opportunity for Communications Service Providers (CSPs) to become ‘Digital Service Providers’, with a paradigm of change based on technology, end user services and business lifecycle. By using big data analytics, including machine learning, to digitally model specific use cases, will deliver better returns on investment (RoI) for network evolution plans and hence a better business outcome. Thus, benefiting CSPs, industry and 5G ecosystem as a whole.”

Said Iris Barcia, Chief Operating Officer at Keima: “It is now accepted wisdom that HetNets and densification will be the new normal for 5G network rollouts. With the increased complexity of these new networks, existing planning tools are no longer fit for this purpose, and automatic design processes specifically for dense urban environments are required to reduce planning time and cost. Ground-breaking Artificial Intelligence Machine Learning technologies can enable remarkable capital and operational efficiencies, where the design software learns and adapts to draw on many inputs, each providing an immense amount of granular data to inform decisions. The implications of this shift are significant for the future of network design industry-wide.”

The report details recommended best practices for precision planning including:

  • For maximum return on investment, small cells should be placed as close as possible to demand peaks; best practice is within 20-40m.
  • Network operators would like equipment that estimates location of usage and quality reports to adopt smarter algorithms such as the machine learning approach demonstrated. Median locate errors less than 20m are expected for small cell planning purposes.
  • Machine learning models should be part of any small cell design effort. Different inputs and assumptions will be factors in the resulting models that are generated.

In addition, the aggregation of very large data sets are important to provide algorithms with sufficient test data to inform results. These data sets provide algorithms with information on factors such as power and backhaul availability, signal-to-interference ratio, spectral efficiency, line of sight, traffic estimates, overlapping cell coverage, agreement requirements with site owners, and numerous other considerations.

The paper is available for free download on the 5G Americas website, as well as the Small Cell Forum Release site. Blog posts by 5G Americas and Small Cell Forum are also available, along with presentation slides.


About Small Cell Forum (SCF)
Small Cell Forum develops the technical and commercial enablers to accelerate small cell adoption and drive wide-scale densification.

Broad roll-out of small cells will make high-grade mobile connectivity accessible and affordable for industries, enterprises and for rural and urban communities. That, in turn, will drive new business opportunities for a widening ecosystem of service providers.

Those service providers are central to our work program. Our operator members establish the requirements that drive the activities and outputs of our technical groups.

We have driven the standardization of key elements of small cell technology including Iuh, FAPI, nFAPI, SON, services APIs, TR-069 evolution and the enhancement of the X2 interface. These specifications enable an open, multivendor platform and lower barriers to densification for all stakeholders.

The Small Cell Forum Release Program has now established business cases and market drivers for all the main use cases, clarifying market needs and addressing barriers to deployment for residential, enterprise, rural & remote, and urban small cells. The Small Cell Forum Release Program website can be found here:

About 5G Americas: The Voice of 5G and LTE for the Americas
5G Americas is an industry trade organization composed of leading telecommunications service providers and manufacturers. The organization’s mission is to advocate for and foster the advancement and full capabilities of LTE wireless technologies and their evolution to 5G, throughout the ecosystem’s networks, services, applications and wirelessly connected devices in the Americas. 5G Americas is invested in developing a connected wireless community while leading 5G development for all the Americas. 5G Americas is headquartered in Bellevue, Washington. More information is available at or Twitter @5GAmericas.

5G Americas’ Board of Governors members include: AT&T, Cable & Wireless, Ciena, Cisco, CommScope, Ericsson, Intel, Kathrein, Mavenir, Nokia, Qualcomm Incorporated, Samsung, Shaw Communications Inc., Sprint, T-Mobile US, Inc., Telefónica and WOM.

Media Contacts:

Small Cell Forum
Richard Howson
+44 (0)7833 693 862

5G Americas
Viet Nguyen
+1 206 218 6393


Want to know how AI and Machine Learning are helping build 5G networks?

Check out the Small Cell Forum and 5G Americas white paper.

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