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cs.LG2023
Encoder-Decoder Networks for Self-Supervised Pretraining and Downstream Signal Bandwidth Regression on Digital Antenna Arrays
Rajib Bhattacharjea, Nathan West
This work presents the first applications of self-supervised learning applied to data from digital antenna arrays. Encoder-decoder networks are pretrained on digital array data to…
cs.LG2020
Modulation Pattern Detection Using Complex Convolutions in Deep Learning
Jakob Krzyston, Rajib Bhattacharjea, Andrew Stark
Transceivers used for telecommunications transmit and receive specific modulation patterns that are represented as sequences of complex numbers. Classifying modulation patterns is…