no code implementations • 28 Oct 2021 • Lei Gao, Zheng Guo, Ling Guan
This work proposes an interpretable multi-view deep neural network architecture, namely optimal discriminant multi-view tensor convolutional network (ODMTCNet), by integrating statistical machine learning (SML) principles with the deep neural network (DNN) architecture.
no code implementations • 22 Oct 2021 • Mohammad Towliat, Zheng Guo, Leonard J. Cimini, Xiang-Gen Xia, Aijun Song
It is shown that the mean square error (MSE) of the m-RLS estimate can be minimized by selecting the optimum number of layers.
no code implementations • 11 Mar 2021 • Mohammad Towliat, Zheng Guo, Leonard J. Cimini, Xiang-Gen Xia, Aijun Song
Full-duplex (FD) communication is a promising candidate to address the data rate limitations in underwater acoustic (UWA) channels.
no code implementations • 21 May 2020 • Mohammad Towliat, Zheng Guo, Leonard J. Cimini, Xiang-Gen Xia, Aijun Song
However, in UWA-IBFD, because of reflections from the surface and bottom and the inhomogeneity of the water, a significant part of the transmitted signal returns back to the IBFD receiver.