Defense R&D Software

SDR Calibration Automation

Automated SDR calibration system enabling repeatable, scalable calibration procedures for deployed SDRs. Phase noise characterization establishes system noise baselines with traceable, consistent results across fielded units.

Manual SDR calibration doesn't scale

A defense research organization deployed software-defined radios across multiple field sites but lacked consistent calibration procedures. Each unit required manual calibration by skilled RF engineers, and results varied based on who performed the calibration and which test equipment was available at each site.

The core challenge was creating an automated calibration system that could be run by operators without RF engineering backgrounds, producing consistent, traceable results across all fielded units. The system needed to characterize critical parameters including frequency accuracy, gain flatness, and phase noise.

Without automated calibration, the organization faced a choice between deploying uncalibrated units (degrading sensing accuracy) or limiting deployment scale to what their RF engineers could manually calibrate (constraining operational capacity).

Key Constraint
The calibration system needed to work with reference equipment available at field sites, which varied in capability. The solution had to adapt to available instrumentation while maintaining calibration quality.

Automated calibration with traceable results

The engagement delivered a complete calibration automation system: hardware interfaces for test equipment control, software for calibration procedure execution, and a database for storing and comparing calibration results across the deployed fleet.

01
Assess
Documented existing manual calibration procedures and acceptance criteria. Inventoried test equipment across field sites. Identified parameters requiring calibration and their measurement uncertainties.
02
Design
Designed modular calibration architecture supporting multiple SDR platforms and test equipment configurations. Specified measurement procedures for frequency accuracy, gain calibration, and phase noise characterization. Defined calibration data formats and storage schema.
03
Build & Deploy
Implemented Python-based calibration automation with SCPI/VISA instrument control. Built web interface for calibration execution and results review. Deployed to laboratory and field sites with operator training.
04
Advise & Improve
Analyzed calibration data across fleet to identify unit-to-unit variation. Added new calibration routines for additional parameters. Refined acceptance criteria based on operational requirements.
Python SCPI/VISA SDR RF Calibration Phase Noise PostgreSQL

Scalable calibration with fleet-wide visibility

The delivered system enables operators at any site to execute standardized calibration procedures and generate traceable calibration certificates. Results are automatically stored in a central database, providing visibility into the calibration status and performance trends of every unit in the deployed fleet.

The organization can now scale SDR deployment without scaling RF engineering staff. Calibration that previously required hours of engineer time can be completed in minutes by operators following automated procedures.

Capability
Automated SDR calibration procedures
Parameters
Frequency, gain, phase noise
Traceability
Calibration database with history
Outcome
Scaled deployment without additional staff
Impact
Fleet-wide calibration data revealed unit-to-unit variations that informed procurement decisions and enabled predictive maintenance based on performance degradation trends.

Automating RF Test Procedures?

Whether you're calibrating SDRs, automating RF measurements, or building test infrastructure for deployed systems, we bring deep expertise in RF engineering and test automation.