Search Results - "Shahkarami, Abtin"

Complexity reduction over Bi-RNN-based nonlinearity mitigation in dual-pol fiber-optic communications via a CRNN-based approach by Shahkarami, Abtin, Yousefi, Mansoor, Jaouën, Yves

“…Bidirectional recurrent neural networks (bi-RNNs), in particular bidirectional long short term memory (bi-LSTM), bidirectional gated recurrent unit, and…”
Get full text

A stream-sensitive distributed approach for configuring cascaded classifier topologies in real-time large-scale stream mining systems by Shahkarami, Abtin, Bobarshad, Hossein, Bagherzadeh, Nader

“…Stream mining systems have received a great deal of attention in recent years. These systems process incoming data streams from different sources and extract…”
Get full text

Complexity Reduction over Bi-RNN-Based Nonlinearity Mitigation in Dual-Pol Fiber-Optic Communications via a CRNN-Based Approach by Shahkarami, Abtin, Yousefi, Mansoor, Jaouen, Yves

“…Bidirectional recurrent neural networks (bi-RNNs), in particular, bidirectional long short term memory (bi-LSTM), bidirectional gated recurrent unit, and…”
Get full text

Attention-Based Neural Network Equalization in Fiber-Optic Communications by Shahkarami, Abtin, Yousefi, Mansoor I., Jaouen, Yves

“…An attention mechanism is integrated into neural network-based equalizers to prune the fully-connected output layer. For a 100 GBd 16-QAM 20\times 100 km SMF…”
Get full text

Efficient Deep Learning of Nonlinear Fiber-Optic Communications Using a Convolutional Recurrent Neural Network by Shahkarami, Abtin, Yousefi, Mansoor I., Jaouen, Yves

“…Nonlinear channel impairments are a major obstacle in fiber-optic communication systems. To facilitate a higher data rate in these systems, the complexity of…”
Get full text