Senior SON Architect

Industrializing SON Outcomes via SMO-Driven Automation

Designing production-grade cSON architectures and SMO-driven automation to transform RAN operations.

Salvador Ibarra

About Me

"Industrializing Network Excellence"

Focused on bridging the gap between theoretical architecture and production reality. My mission is to streamline SON implementations, enabling autonomous network operations that drive real business value.

Technical Capabilities

Core Expertise

cSON Architecture

Designing production-grade Centralized SON architectures that scale. Expertise in closed-loop control systems and multivendor integration.

SMO & Automation

Transitioning legacy SON functions into rApps/xApps within O-RAN architectures. Leveraging SMO for intent-based network management.

5G RAN Optimization

Advanced parameter tuning and KPI optimization for NR NSA/SA. focusing on spectral efficiency and mobility management.

Proven Track Record

Case Studies

Multivendor cSON Governance

National Unified Governance

Enforced unified cSON governance across Verizon's Samsung, Nokia, and Ericsson footprint.

Industrializing Network Assurance via SMO

1,200+ KPI Inconsistencies Resolved

Integrated O-CU/O-DU components with Capgemini's SMO platform for centralized O-RAN assurance.

Scalable cSON Architecture & KPI Accountability

55% Visibility Improvement

Engineered scalable cSON architectures for Tier-1 operators to automate LTE and 5G optimization.

National Unified Governance

Multivendor cSON Governance

Problem

Inconsistencies in the activation of automated features across different equipment manufacturers (Samsung, Nokia, Ericsson) within the Verizon network led to configuration drift and operational instability.

Solution

Designed and implemented a First Feature Application (FFA) strategy with strict ‘readiness gates’ to validate critical cSON functions such as ANR (Automatic Neighbor Relation), DPO (Dynamic Parameter Optimization), and PCI Management before network-wide deployment.

Result

Achieved National Unified Governance and mitigated instability risks prior to the mass deployment of the VFBO (Voice Fall Back Optimization) application.

1,200+ KPI Inconsistencies Resolved

Industrializing Network Assurance via SMO

Problem

The integration of O-CU/O-DU components within an evolving O-RAN environment suffered from a lack of centralized visibility and significant discrepancies in the classification of performance KPIs.

Solution

Aligned all assurance workflows with O-RAN and 3GPP standards, integrating CM (Configuration Management), PM (Performance Management), and FM (Fault Management) interfaces to establish a single pane of glass for centralized observability via the Capgemini SMO.

Result

Resolved over 1,200 KPI inconsistencies and achieved 100% compliance in parameter configuration standards, ensuring a robust and observable network foundation for future automation.

55% Visibility Improvement

Scalable cSON Architecture & KPI Accountability

Problem

Manual optimization processes were distinctively slow and difficult to scale effectively for Tier-1 networks without compromising overall network integrity and performance.

Solution

Implemented advanced optimization logic for LTE and 5G RAN, balancing coverage, capacity, and interference through automated decisions driven by real-time KPIs. This included proactive software validation mechanisms to prevent regression during updates.

Result

Delivered a 55% improvement in operational visibility and successfully prevented network incidents through proactive software validation and automated incident detection logic.

Experience with Industry Leaders

Samsung logo
Nokia logo
Ericsson logo
Huawei logo
Capgemini logo

Proven delivery across multivendor production environments and FOA/FFA validation gates.

Latest Thoughts

Insights & Publications

February 2026

NR over Non-Terrestrial Networks (NTN) changes one of the most fundamental assumptions behind traditional SON.

February 5, 2026

NR Over Non-Terrestrial Networks: Can SON Work When The Network Is Moving?

NR Over Non-Terrestrial Networks: Can SON Work When The Network Is Moving?

NR Over Non-Terrestrial Networks: Can SON Work When The Network Is Moving?

NR over Non-Terrestrial Networks (NTN) changes one of the most fundamental assumptions behind traditional SON: the network topology is no longer static.

In terrestrial RAN, cells are fixed, dominance areas are predictable, and mobility is driven mainly by the user. SON logic was built around those premises. NTN breaks all of them.

When satellites become part of the access network, the cell itself is moving. Coverage footprints shift continuously, propagation delays vary over time, and interference patterns evolve in ways that classical SON was never designed to handle.

This raises a critical question: can SON still work when the network is dynamic by nature?

Here is where the real challenges appear:

• Cell dominance and neighbor relations change constantly, making static neighbor lists and handover thresholds ineffective. • Propagation delay and Doppler effects introduce variability that traditional KPI baselines cannot easily normalize. • Mobility is no longer only a UE problem, because the access point itself is moving relative to the user. • Coverage optimization becomes time-dependent, not location-dependent. • Closed-loop actions risk oscillation if automation reacts without understanding orbital dynamics.

Release 17 makes NR-NTN technically possible, but it also exposes the limits of legacy SON approaches. Applying terrestrial optimization logic to a moving network leads to instability, false alarms, and counterproductive actions.

For SON to work in NTN environments, it must evolve:

• Automation must become predictive, not only reactive, incorporating satellite motion and coverage evolution into decision-making. • Optimization logic must shift from cell-centric to service-centric behavior. • Policies and guardrails must account for time-based and geometry-based constraints. • Human-defined intent becomes more important than raw KPI thresholds.

The answer is not to abandon SON. The answer is to redesign it for networks that are no longer anchored to the ground.

NR over NTN is not just a coverage extension. It is a stress test for how intelligent and adaptive our automation frameworks really are.

If SON can operate in a moving network, it can operate anywhere.

#5G #NR #NTN #SON #NetworkAutomation #Release17 #RAN #SatelliteCommunications #TelecomEngineering

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