Complex-Valued Convolutional Neural Network With Learnable Activation Function for Frequency-Domain Radar Signal Processing

Authors: Chakraborty, Mainak, Author, Daneshtalab, Masoud, Author

Contributors: Chakraborty, Mainak, Author, Daneshtalab, Masoud, Author

Source: IEEE Transactions on Aerospace and Electronic Systems. 62:3044-3059

Subject Terms: Deep learning, frequency-domain complex-valued convolutional neural networks, frequency-domain complex-valued learnable activation function, radar signal processing, synthetic aperture radar, Activation analysis, Antennas, Chemical activation, Classification (of information), Complex networks, Computational complexity, Continuous wave radar, Convolution, Convolutional neural networks, Deep neural networks, Frequency domain analysis, Land use, Open systems, Radar target recognition, Radioactivity logging, Tensors, Unmanned aerial vehicles (UAV), Activation functions, Complex-valued, Convolutional neural network, Domain complexes, Frequency domains, Frequency-domain complex-valued convolutional neural network, Radar signals, Signal-processing

File Description: print

Access URL: https://urn.kb.se/resolve?urn=urn:nbn:se:mdh:diva-75339
https://doi.org/10.1109/TAES.2025.3646567

Complex-Valued Convolutional Neural Network With Learnable Activation Function for Frequency-Domain Radar Signal Processing

Authors: Chakraborty, Mainak, Daneshtalab, Masoud

Index Terms: Deep learning, frequency-domain complex-valued convolutional neural networks, frequency-domain complex-valued learnable activation function, radar signal processing, synthetic aperture radar, Activation analysis, Antennas, Chemical activation, Classification (of information), Complex networks, Computational complexity, Continuous wave radar, Convolution, Convolutional neural networks, Deep neural networks, Frequency domain analysis, Land use, Open systems, Radar target recognition, Radioactivity logging, Tensors, Unmanned aerial vehicles (UAV), Activation functions, Complex-valued, Convolutional neural network, Domain complexes, Frequency domains, Frequency-domain complex-valued convolutional neural network, Radar signals, Signal-processing, Signal Processing, Signalbehandling, Article in journal, info:eu-repo/semantics/article, text

URL: http://urn.kb.se/resolve?urn=urn:nbn:se:mdh:diva-75339
IEEE Transactions on Aerospace and Electronic Systems, 0018-9251, 2026, 62, s. 3044-3059