Sensitivity Analysis of RFML Applications
Performance of radio frequency machine learning (RFML) models for classification tasks
such as specific emitter identification (SEI) and automatic modulation classification (AMC) …
such as specific emitter identification (SEI) and automatic modulation classification (AMC) …
Temperature sensitivity of RFML algorithms
BE Olds, AJ Michaels - 2024 IEEE International Conference on …, 2024 - ieeexplore.ieee.org
A variety of hardware, including radios, are made to operate for extended periods of time in
extreme environments where temperatures can vary greatly. Both ambient temperature and …
extreme environments where temperatures can vary greatly. Both ambient temperature and …
An Analysis of Radio Frequency Transfer Learning Behavior
Transfer learning (TL) techniques, which leverage prior knowledge gained from data with
different distributions to achieve higher performance and reduced training time, are often …
different distributions to achieve higher performance and reduced training time, are often …
Transferring Learned Behaviors between Similar and Different Radios
Transfer learning (TL) techniques have proven useful in a wide variety of applications
traditionally dominated by machine learning (ML), such as natural language processing …
traditionally dominated by machine learning (ML), such as natural language processing …
Beyond Auto‐Models: Self‐Correlated Sui‐Model Respecifications
DA Griffith - Geographical Analysis, 2024 - Wiley Online Library
This year is the 50th anniversary of Besag's classic auto‐models publication, a cornerstone
in the development of modern‐day spatial statistics/econometrics. Besag struggled for …
in the development of modern‐day spatial statistics/econometrics. Besag struggled for …
Sensitivity Analysis of RFML-based SEI Algorithms
BE Olds - 2024 - vtechworks.lib.vt.edu
Abstract Radio Frequency Machine Learning (RFML) techniques for the classification tasks
of Specific Emitter Identification (SEI) and Automatic Modulation Classification (AMC) have …
of Specific Emitter Identification (SEI) and Automatic Modulation Classification (AMC) have …