Spectrum management

Digital forensics / telecommunications / digital twins
Reconstructing invisible telecom worlds.
I build spectrum-management and forensic models that turn RF propagation, mobility, terrain, and historical network state into testable digital twin environments.
Spectrum reconstruction
Signals become evidence when their context is rebuilt.
Telecommunications evidence is rarely a single point on a map. It sits inside terrain, antenna patterns, network configuration, device movement, timing, and uncertainty. My work reconstructs that context so claims about coverage and reachability can be tested.


Research focus
Modelling spectrum, movement, and uncertainty together.
Telecom forensics
Historical network reconstruction
Coverage, line-of-sight, tower configuration, and movement constraints can be rebuilt to assess what a network could plausibly show.Technical evidence
Clear visual explanations of invisible systems
Propagation, reachability, uncertainty, and spectrum behaviour are made legible without flattening the underlying engineering detail.Digital twin stack
From physical environment to defensible analysis.
- RF propagation contours
- Tower and antenna geometry
- Mobility-aware reachability
- Spectrum waterfall evidence
- Geospatial digital twin scenes