Measurement intelligence
Collect the data
that matters.
Coordinate MDT and trace collection around information value, collection cost, and the preservation of useful measurements.
Model uncertaintyCollection targets
Telecom research & development
Intelligence for
open radio
networks.
We research, develop, and validate rApps and xApps for smarter, more efficient radio access networks.
O-RAN application stackArchitecture
SMO framework
Non-RT RIC
rApps
R1
Non-RT RIC frameworkR1 & A1 terminations
A1 Policy guidance
Near-RT RIC
xApps
E2 Measurements & control
E2 nodes
RAN functions
O1 Management
rApps produce and consume R1 services through the Non-RT RIC framework.
rApps & xAppsNetwork intelligenceOpen interfaces
Research areas
Better information.
Better decisions.
Our work connects radio measurements, uncertainty-aware models, and network control.
Collect the data
Energy intelligence
Understand energy.
Account for uncertainty.
Estimate energy use by service, slice, or user group. Make uncertainty explicit and combine estimates with energy-supply data for sustainability reporting.
Entity energy estimatesConfidence intervals
Network slice
Service
UE group
QoS-aware control
Energy objectives meet service quality.
Explore policies and supported RAN controls that balance energy use with service quality, and measure the trade-offs.
EnergyQoS
Services
From research
to working applications.
Application development, network intelligence, and integration across the O-RAN ecosystem.
Application R&D
Translate network requirements and research ideas into rApps and xApps with clear inputs, decisions, and interfaces.
rApps & xAppsNetwork intelligence
Use radio measurements, network context, and uncertainty-aware models for prediction and decision support.
Data & modelsClosed-loop optimization
Develop policy-guided control for suitable use cases and evaluate its effect on network performance.
Policy & controlIntegration & validation
Integrate with RIC platforms and assess behavior, signaling, performance, and interoperability.
Platforms & testingTechnology
Built on
open interfaces.
We work across the application, intelligence, and control layers of O-RAN, with integration and validation at every stage.
R1A1E2O1
rApps & xApps
The Non-RT RIC comprises rApps and a framework that exposes Non-RT RIC and SMO services through R1. The Near-RT RIC hosts xApps.
A1 & E2
A1 provides guidance between RICs. E2 supports measurements and control between the Near-RT RIC and E2 nodes.
O1 integration
Operations and management connect SMO to managed network functions, alongside application and control interfaces.
Tested in context
Platform integration, scenario testing, performance evaluation, and application behavior verification.
Our approach
A clear path
from idea to evaluation.
Frame the problem
Define the network behavior, available data, operating constraints, and outcome that matters.
Build the application
Design the intelligence, control logic, and O-RAN interfaces as one observable system.
Evaluate in context
Assess performance, signaling, energy, QoS, and robustness in component tests and integrated scenarios.