How Critical is Site-Specific RAN Optimization? 5G Open-RAN Uplink Air Interface Performance Test and Optimization from Macro-Cell CIR Data

no code implementations • 25 Oct 2024 • Johnathan Corgan, Nitin Nair, Rajib Bhattacharjea, Wan Liu, Serhat Tadik, Tom Tsou, Timothy J. O'Shea

In this paper, we consider the importance of channel measurement data from specific sites and its impact on air interface optimization and test.

End-to-End Radio Traffic Sequence Recognition with Deep Recurrent Neural Networks

no code implementations • 3 Oct 2016 • Timothy J. O'Shea, Seth Hitefield, Johnathan Corgan

We investigate sequence machine learning techniques on raw radio signal time-series data.

BIG-bench Machine Learning General Classification +2

Unsupervised Representation Learning of Structured Radio Communication Signals

1 code implementation • 24 Apr 2016 • Timothy J. O'Shea, Johnathan Corgan, T. Charles Clancy

We explore unsupervised representation learning of radio communication signals in raw sampled time series representation.

Representation Learning Time Series +1

Convolutional Radio Modulation Recognition Networks

8 code implementations • 12 Feb 2016 • Timothy J. O'Shea, Johnathan Corgan, T. Charles Clancy

We study the adaptation of convolutional neural networks to the complex temporal radio signal domain.

General Classification Time Series +1