Deep learning sparse array design considering binary switching and missing coarray lags

SA Hamza, K Juretus, MG Amin… - … Symposium on Signals …, 2023 - ieeexplore.ieee.org
Sparse array reconfigurability via fast switching is pivotal to a realizable perception-action
cycle of cognition in dynamic radio frequency (RF) environments. In this paper, we propose …

Sparse Array Design for Optimum Beamforming Using Deep Learning

SA Hamza, K Juretus, MG Amin - Sparse Arrays for Radar …, 2024 - Wiley Online Library
The chapter considers sparse array beamforming design via machine learning with the
learning objective of maximum signal‐to‐interference plus noise ratio (MaxSINR). The …

Sparse Array Configuration Analysis and Deep Learning Classifications for Beamfornming

MG Amin, SA Hamza, K Juretus - 2024 IEEE Radar Conference …, 2024 - ieeexplore.ieee.org
Sparse arrays offer additional spatial degrees of freedom associated with nonuniform inter-
element sensor spacing over the array aperture. This flexibility enables both the array …

MIMO Communication with Sparse Arrays

A Alkhateeb, X Gao… - Sparse Arrays for Radar …, 2024 - Wiley Online Library
The use of large antenna arrays is becoming a key component of current and future wireless
communication systems. This is attributed to their high beamforming gains, which are critical …

Sparse MIMO Array Transceiver Design in Dynamic Environment

X Wang, W Zhai, X Wang - Sparse Arrays for Radar, Sonar, and …, 2024 - Wiley Online Library
Multi‐input multi‐output (MIMO) array radar is a new type of radar system that adopts
waveform diversity technology at the transmitter and thus different transmit antennas can …

Hybrid MVDR Beamformer for Subarray Architecture with Sparse Recovery and Manifold Optimization Methods

BK Chalise, MG Amin - 2024 IEEE Radar Conference …, 2024 - ieeexplore.ieee.org
Hybrid beamforming of mixed analog and digital weights has emerged as an important
technology in radar, communications, and their integrated platforms. Fully connected hybrid …

On the roles of sparse array configuration and weights in optimum beamforming

SA Hamza, MG Amin, K Juretus - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
Sparse arrays have been recently applied to spectral sensing of wideband spectrum where
the array is configured to estimate the directions of co-frequency emitters and also …

Deep learning based sparse array design for emitter signal isolations

K Juretus, SA Hamza, M Amin - Big Data VI: Learning …, 2024 - spiedigitallibrary.org
The ability of sparse arrays to significantly reduce the hardware cost and complexity over a
uniform linear array (ULA) is advantageous for a variety of applications with large array …