Closed-loop optimization with digital twins: simulate → validate → deploy → monitor

The OODA Loop for Telecom

Closed-loop optimization follows an Observe-Orient-Decide-Act cycle adapted for telecom. Observe: data collectors gather live KPIs, alarms, and UE measurements from the network. Orient: the digital twin ingests this data and simulates the current network state, identifying degradation or optimization opportunities. Decide: AI algorithms running on the twin evaluate candidate actions — parameter changes, configuration updates, resource reallocation — and predict outcomes. Act: validated actions are pushed to the network via O-RAN RIC, element management systems, or orchestration platforms. The…