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NSF Award #2431961 · Project Year 2 Active

Spectrum Sharing In the Real World

SPARKIE EEL advances dynamic spectrum sharing through long-duration field experimentation,
enabling radio astronomy facilities and spectrum research sites to coexist with other radio
services — without harmful interference.

4 yrs
Project Duration
Sept ’24 – Sept ’28
7
Partner
Institutions
3–4 mo
Capstone
Duration
Program Background

National Radio Dynamic Zones

The NSF National Radio Dynamic Zones (NRDZ) program advances
the use of dynamic spectrum sharing through extended field trials. The vision is to enhance
spectrum access for multiple facilities and applications by supporting at-scale research and
experimentation on systems that use or manage spectrum in innovative ways.

Field Trial Sites
Enhancing spectrum access, mitigating interference for radio telescope observatories, and managing sensor coexistence.
RDZ Toolkit
Developing a modular Radio Dynamic Zone toolkit — portable hardware, spectrum awareness algorithms, and zone management software enabling repeatable field experiments.
Broader Impacts
Near-term spectrum access benefits, mid-term barrier removal, and long-term innovation acceleration — training the next generation of spectrum engineers.
About SPARKIE EEL

Engineering & Execution Lead

MITRE Corporation and Northeastern University lead the SPARKIE team — advancing spectrum
sharing through maturing software solutions and conducting field experiment campaigns that
generate scientific data and build stakeholder trust.

A key capability is the ability to utilize a digital spectrum twin in the management of the spectrum,
combining OpenZMS, RDZ-KIT, and distributed sensors so that transmitter and sensor deployments
can be analyzed, adapted, and reconfigured during active experiments while preserving
protection of radio astronomy incumbents.

Learn about RDZ-KIT →

  • A
    Radio astronomy — Demonstrate dynamic spectrum sharing between a radio astronomy facility and third-party terrestrial systems
  • B
    Spectrum research — Demonstrate sharing between a spectrum research facility and third-party terrestrial systems
  • C
    RDZ Toolkit — Release and support a Radio Dynamic Zone toolkit incorporating spectrum awareness algorithms and modular hardware for safe field tests
Project Status · March 2026

PY2 Mid-Year Update

The SPARKIE EEL team completed the first integrated RDZ-KIT field exercise at Hat Creek Radio Observatory
in November 2025 and is now preparing for Capstone A.

Current Phase: Project Year 2 (September 2025 – August 2026)
PY2 focus: executing the November 2025 HCRO field exercise, post-exercise analysis and algorithm
development, and Capstone A Preliminary Design Review preparation (Summer 2026).
Capstone A experimentation is expected to begin Spring 2027.

Completed

November 2025 HCRO Exercise
End-to-end RDZ-KIT field exercise at Hat Creek Radio Observatory. Demonstrated coordinated dynamic spectrum sharing between the Allen Telescope Array and Surrogate Smart Meters under OpenZMS control.

In Progress

Post-Exercise Analysis
Developing and evaluating two complementary detection approaches: a correlation detector for SSM waveforms and an energy-based time-frequency bounding-box algorithm for spectrogram analysis.

Upcoming

Capstone A PDR
Preliminary Design Review for Capstone A is expected in Summer 2026, with the multi-month capstone experiment at an RA facility targeted to begin Spring 2027.
Experiment Sites

Field Locations

Initial Experiments Complete

Hat Creek Radio Observatory (HCRO)
Hat Creek, California. Spectrum sharing with a transmitter in the nearby 900 MHz ISM band.
The Allen Telescope Array (ATA) serves as the radio astronomy incumbent.

Site of the November 2025 field exercise. Target site for Capstone A (Spring 2027).

SETI Institute · University of Colorado Boulder · MITRE

Future Capstone B

Capstone B — Spectrum Research Facility
A spectrum research facility that will serve as the site for Capstone B, leveraging
the toolkit, processes, and lessons developed during Capstone A. The target is a more
complex, multi-system spectrum sharing environment. Target for Capstone B (Fall 2027).
Site TBD

Active Development

Colosseum Digital Twin
Pre-deployment risk reduction via the Colosseum testbed at Northeastern University.
Digital spectrum twin modeling using OpenZMS and Sionna-based propagation simulation
to validate algorithms before field deployment.
Northeastern University

Active Development

Bedford RDZ
Local lab environment at MITRE for testing persistent hardware, remote access
capabilities, software deployment, and data management workflows in preparation
for capstone experiments.
MITRE Corporation
Project Team

SPARKIE EEL Collaborators

MITRE-led team with six university subawardees spanning systems engineering, zone management, RF sensing, AI/ML, and radio astronomy expertise.

MITRE Corporation
Engineering & Execution Lead — RDZ-KIT deployment, experiment execution, system architecture, and data analysis
Northeastern University
Co-leadership, Colosseum digital twin, RDZ toolkit development
University of Utah
OpenZMS development and deployment, zone management system
Univ. of Colorado Boulder
HCRO RDZ Integrity Sensors, OpenZMS integration, EMI control
Univ. of Texas at Austin
Advanced RF spectrum AI/ML algorithm development, simulation-driven classifiers
UC Berkeley
Radio frequency interference metrics for radio astronomy
SETI Institute
HCRO site management, Allen Telescope Array operational support
What’s Next

Capstone Experiments

The project’s primary outcome is the execution of two long-duration (3–4 month) Capstone
Experiments demonstrating real-world dynamic spectrum sharing at scale.
Capstone A Preliminary Design Review is targeted for Summer 2026.