Active PAR

P1900.8

Standard for Training, Testing, and Evaluating Machine-Learned Spectrum Awareness Models

This standard describes how to generate datasets to train and test Machine-Learned Spectrum Awareness (MLSA) models that detect, classify, characterize, and/or identify radio frequency (RF) signals and signal emitters. The scope of this standard includes: methods for creating training and test datasets for MLSA models that are representative of real-world Dynamic Spectrum Access (DSA) and spectrum sharing scenarios, methods for using data augmentation techniques to introduce sufficient sample variation so that the MLSA model can generalize to real-world scenarios, methods for enhancing the training dataset with RF propagation channels and interference sources that are representative of real-world scenarios, specifications for how to structure and store MLSA datasets, methods for creating secure and performant MLSA models that operate on resource-constrained RF sensors and processors, and finally, criteria for evaluating the performance of MLSA models.

Sponsor Committee
COM/DySPAN-SC - Dynamic Spectrum Access Networks Standards Committee
Learn More About COM/DySPAN-SC - Dynamic Spectrum Access Networks Standards Committee
Status
Active PAR
PAR Approval
2021-03-25

Working Group Details

Society
IEEE Communications Society
Learn More About IEEE Communications Society
Sponsor Committee
COM/DySPAN-SC - Dynamic Spectrum Access Networks Standards Committee
Learn More About COM/DySPAN-SC - Dynamic Spectrum Access Networks Standards Committee
Working Group
MLSA - Machine Learning for RF Spectrum Awareness in DSA and Sharing Systems
Learn More About MLSA - Machine Learning for RF Spectrum Awareness in DSA and Sharing Systems
IEEE Program Manager
Jennifer Santulli
Contact Jennifer Santulli
Working Group Chair
Alexander Lackpour

Other Activities From This Working Group

Current projects that have been authorized by the IEEE SA Standards Board to develop a standard.


No Active Projects

Standards approved by the IEEE SA Standards Board that are within the 10-year lifecycle.


No Active Standards

These standards have been replaced with a revised version of the standard, or by a compilation of the original active standard and all its existing amendments, corrigenda, and errata.


No Superseded Standards

These standards have been removed from active status through a ballot where the standard is made inactive as a consensus decision of a balloting group.


No Inactive-Withdrawn Standards

These standards are removed from active status through an administrative process for standards that have not undergone a revision process within 10 years.


No Inactive-Reserved Standards
Subscribe to our Newsletter

Sign up for our monthly newsletter to learn about new developments, including resources, insights and more.