Task-oriented sensing, computation, and communication integration for multi-device edge AI
This paper studies a new multi-device edge artificial-intelligent (AI) system, which jointly
exploits the AI model split inference and integrated sensing and communication (ISAC) to …
exploits the AI model split inference and integrated sensing and communication (ISAC) to …
Deep task-based quantization
N Shlezinger, YC Eldar - Entropy, 2021 - mdpi.com
Quantizers play a critical role in digital signal processing systems. Recent works have
shown that the performance of acquiring multiple analog signals using scalar analog-to …
shown that the performance of acquiring multiple analog signals using scalar analog-to …
LoRD-Net: Unfolded deep detection network with low-resolution receivers
S Khobahi, N Shlezinger… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The need to recover high-dimensional signals from their noisy low-resolution quantized
measurements is widely encountered in communications and sensing. In this paper, we …
measurements is widely encountered in communications and sensing. In this paper, we …
Power-efficient hybrid MIMO receiver with task-specific beamforming using low-resolution ADCs
Multiple-input multiple-output (MIMO) systems utilize multiple antennas and signal
acquisition chains, facilitating multi-user communications with increased spectral efficiency …
acquisition chains, facilitating multi-user communications with increased spectral efficiency …
Design and analysis of hardware-limited non-uniform task-based quantizers
NI Bernardo, J Zhu, YC Eldar… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Hardware-limited task-based quantization is a new design paradigm for data acquisition
systems equipped with serial scalar analog-to-digital converters using a small number of …
systems equipped with serial scalar analog-to-digital converters using a small number of …
Bit constrained communication receivers in joint radar communications systems
Dual function radar and communications (DFRC) systems are the focus of growing research
attention. The common DFRC setup considers simultaneous probing and information …
attention. The common DFRC setup considers simultaneous probing and information …
Robust task-specific beamforming with low-resolution ADCs for power-efficient hybrid MIMO receivers
Multiple-input multiple-output (MIMO) systems exploit spatial diversity to facilitate multi-user
communications with high spectral efficiency by beamforming. As MIMO systems utilize …
communications with high spectral efficiency by beamforming. As MIMO systems utilize …
Pragmatic Communication in Multi-Agent Collaborative Perception
Collaborative perception allows each agent to enhance its perceptual abilities by
exchanging messages with others. It inherently results in a trade-off between perception …
exchanging messages with others. It inherently results in a trade-off between perception …
Automotive RADAR sub-sampling via object detection networks: Leveraging prior signal information
In recent years, automotive radar has attracted considerable attention due to the growing
interest in autonomous driving technologies. Acquiring situational awareness using …
interest in autonomous driving technologies. Acquiring situational awareness using …
Hardware Implementation of Task-Based Quantization in Multiuser Signal Recovery
X Zhang, H Zhang, N Glazer, O Cohen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Quantization plays a critical role in digital signal processing systems, allowing the
representation of continuous-amplitude signals with a finite number of bits. However …
representation of continuous-amplitude signals with a finite number of bits. However …