Products

Correlation Using Machine Learning

NetWarden takes advantage of state of the art Machine Learning algorithms to correlate data sources collected by NetChart to provide actionable insights for network optimization.

Currently engineers perform network optimization manually or using rule-based algorithms. As modern networks evolve and become more complex, these algorithms are quickly become obsolete or no longer viable.

The use of Machine Learning algorithms allows engineers to automatize their activities and identify complex network issues that can not be detected by humans or with traditional, rule-based approaches.

Geolocation

NetGeo implements proprietary advanced geolocation algorithm that estimates location of hundreds of thousands of simultaneous calls extracted from RNC traces.

True coverage patterns and precise locations of call events let engineers to diagnose and resolve network performance problems in much shorter time. To large extent, geolocation module reduces need for extensive drive test campaigns.

NetGeo provides additional functionalities needed for efficient network optimization, such as. Coverage and usage maps based on RSCP, EcNo, data volumes or call density, interference and pilot pollution maps, event maps based on dropped calls, failed handovers, etc.
Geolocation module includes automated algorithms to detect overshooting cells and misaligned or swapped sectors. Antenna tilt changes on overshooting sectors can be easily verified as geolocation based sector footprints from period before and after tilt change can be compared.

Phone Profiling module enables extensive analysis of multiple performance aspects in relation to device manufacturer, model and software version based on millions of calls extracted from RNC traces. Voice or packet call usage, traffic volumes, roamers, top 50 devices in any category, analysis of RRC and NAS messages, dropped and blocked calls analysis – all per device type or category – is now possible with phone profiling.

In connection with geolocation module, usage or event density maps per device type or device category can be visualized. NetGeo can support intelligent rollout of small cells based on precise traffic usage maps.

NetChart PM Benchmarking allows to easily compare network performance among different variables.

Operators can compare performance of vendors, such as: Nokia vs Huawei vs Ericsson.

Operator groups, with operations in different Countries or Regions, can benchmark the performance of their subsidiaries.

Telecom regulators can use PM Benchmarking to access and compare Mobile Operator services, in a simple and cost effective way, without the need to perform time consuming and expensive Benchmarking Drive Tests.