RAN

Optimizing Cell Coverage & User Distribution with the Spectrum Efficiency rApp

Future Connections is a 2024 Nominee for the TECHCOnnect Innovation Showcase. Learn More Here.


The increasing demand for high-speed data and seamless connectivity, as well as the
proliferation of connected devices, have put immense pressure on mobile networks to deliver
efficient and reliable services. Several factors need to be considered and challenges addressed
to achieve high levels of service performance and efficiency. Radio spectrum, for example, is a
finite and valuable resource allocated by regulatory bodies to ensure that different wireless
technologies coexist without interference. Consequently, the efficient utilization of the
spectrum is essential to deliver high-quality services, reduce latency and accommodate the
ever-growing demand for data transmission.

As the demand for wireless services continues to soar, the spectrum available becomes scarcer.
In a crowded spectrum environment, interference between different wireless devices or
networks can degrade the quality of communication. Overlapping frequencies and signal
interferences can result in dropped calls, slow data speeds and overall network congestion.

Even though 5G NR brings innovation in spectrum efficiency through technologies like Massive
MIMO, beamforming and dynamic spectrum sharing, radio resource mismanagement is still
present due to network complexity, high density and accelerated deployment, directly
impacting spectrum efficiency. One example of the operational problems causing this scenario
is the increasing number of ‘overshooter’ and ‘undershooter’ cells:

  • An overshooter is a cell whose radio range goes beyond the intended coverage area and interferes with neighboring cells
  • An undershooter is a cell that fails to produce the range for which it has been designed to cover a minimum number of users

The increasing number of such cells can cause a variety of issues for subscribers, including
dropped calls and lower-than-expected data throughput.

Future Connections Spectrum Efficiency rApp powered by VMware Centralized RIC

To manage complex networks while ensuring correct cells´ range configuration and, at the
same time, providing high performance levels, is a task beyond the capabilities of human
beings. Such complexity can be tackled successfully only by using automation and advanced
techniques such as Artificial Intelligence (AI) and Machine Learning (ML). AI/ML play a crucial
role in reducing cost when optimizing and maintaining the mobile network. What’s more, they
support the scalability, reliability and security of mobile networks by providing intelligent
insights and predicting situations of potential service degradation.

Leveraging its in-depth experience in network performance assurance, optimization and
automation, Future Connections has developed the Spectrum Efficiency rApp to automate the
optimization of cell coverage and user distribution in a network. The rApp uses data provided
by the VMware Centralized RIC to detect offending sites. It then automatically adjusts antenna
tilt parameters at such sites to optimize cell coverage and user distribution, providing the
remediation of the conflicts created by these offending overshooter and undershooter cells.

The Solution

The Future Connections rApp is hosted in the VMware Centralized RIC which, in turn, is hosted
on the VMware Telco Cloud Platform RAN. Performance and configuration data from the RAN
domain are obtained via the O1 interface from O-RAN compliant network elements. For non-
compliant equipment, a legacy OSS adapter is used for data ingestion. The VMware Centralized
RIC platform provides a range of R1 services that are utilized by the Future Connections rApp to
implement its logic.

All cells in the network are analyzed to identify overshooters and undershooters. This is
executed in the Spectrum Efficiency rApp thanks to the data obtained from the VMware
Centralized RIC. The rApp implements the relevant PM and CM data analytics to estimate the
user and traffic distribution for the service area of each cell. Geospatial techniques are then
used to define the different cell range categories based on the topology of the network.

The combination of user distribution and cell range categories enables the rApp’s algorithm to
identify offenders. Once offenders are identified, antenna tilt adjustments are applied to
remedy the situation according to specified conditions.

Coverage and capacity cells are treated differently. The Future Connections Spectrum Efficiency
rApp offers the flexibility to define different strategies according to the operator´s
requirements. Aggressive or conservative tilt adjustments can be equally applied depending on
the frequency band and offending cell situation. Scenarios for selected cells can be controlled
separately using a blacklist.

The Benefits

The Spectrum Efficiency rApp developed by Future Connections and powered by the VMware
Centralized RIC offers a highly effective solution to the growing challenge caused by the
increasing density and complexity of RAN networks. Automated optimization using intelligent
applications is the only viable solution to address the issues caused by such complexity that are
impacting the subscribers. Automation is possible thanks to the features of the VMware
Centralized RIC that allow for programmatic management and control the radio access network
(RAN). The RAN Intelligent Controller from VMware enables Future Connections application to
tap into network data, process it and use it to modify RAN behavior.

Overshooting and undershooting cells are a real concern to CSPs as they directly impact the
quality of service experienced by users. The Future Connections rApp enables CSPs to minimize
the impact of the offending cells as they roll-out and optimize their 5G networks and ensures
that the 5G services reach the highest possible levels of performance.


About Future Connections
Future Connections is an independent telco solutions provider and software developer with in-
depth experience in network performance assurance, RAN optimisation and automation and in
telco managed services. The company offers an extensive portfolio of modular, easily scalable,
multi-technology and multi-domain solutions that are customized to address the most complex
use cases, delivering operating expenses’ reductions and improved efficiencies. The company
utilises AI/ML techniques to drive workflow automation and leverages DevOps methodologies
to accelerate time-to-market and rapidly respond to operator needs. Future Connections is
headquartered in the Netherlands, with offices in Spain and the United Kingdom.