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Optimization

SON

Self-Organizing Network: automated RAN management with self-configuration (plug-and-play), self-optimization (parameter tuning), and self-healing (fault recovery).

The whole point of SON was to stop engineers hand-tuning thousands of cells one parameter at a time. It splits into three jobs that get grouped together but behave quite differently. Self-configuration handles a new site coming online — it pulls its software, transport config and initial radio parameters with minimal manual touch, so a node ideally joins the network close to plug-and-play. Self-optimization is the ongoing part: neighbour lists, handover thresholds and load settings get nudged as conditions change. Self-healing watches for failures, like a cell going down, and reacts — for example raising the power or tilt of surrounding cells to fill the coverage hole until the fault is fixed.

In practice SON runs in two flavours: distributed (logic sits in the eNB/gNB) and centralized (logic sits in the management system with a wider view). Most real deployments are a hybrid, and the centralized side is increasingly where ANR, MRO and MLB policies are coordinated.

Frequently asked questions

Is SON the same as RAN automation or AI in the RAN?
SON is the older, rules-and-thresholds form of RAN automation defined back in the LTE era — discrete functions like ANR, MRO and MLB with fairly deterministic behaviour. The newer AI/ML and intent-based automation (think rApps and xApps in O-RAN, or the RIC) overlaps heavily and is in many ways SON's successor, but they are not identical. A lot of operators run classic SON functions and ML-driven optimization side by side.
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