activity
20142026
most citedKalmanNet: Neural Network Aided Kalman Filtering for Partially Known Dynamics

595 citations · 3.6k across the 131 of their papers we have counts for

collaborators
Showing 2024 · eess.SPShow all

6 papers · 2 filters

eess.SP2024

Deep Unfolding-Empowered MmWave Massive MIMO Joint Communications and Sensing

Nhan Thanh Nguyen, Ly V. Nguyen, Nir Shlezinger +3

In this paper, we propose a low-complexity and fast hybrid beamforming design for joint communications and sensing (JCAS) based on deep unfolding. We first derive closed-form expre…

eess.SP2024

Model-Based Machine Learning for Max-Min Fairness Beamforming Design in JCAS Systems

Mengyuan Ma, Tianyu Fang, Nir Shlezinger +3

Joint communications and sensing (JCAS) is expected to be a crucial technology for future wireless systems. This paper investigates beamforming design for a multi-user multi-target…

eess.SP2024

Learning Flock: Enhancing Sets of Particles for Multi~Sub-State Particle Filtering with Neural Augmentation

Itai Nuri, Nir Shlezinger

A leading family of algorithms for state estimation in dynamic systems with multiple sub-states is based on particle filters (PFs). PFs often struggle when operating under complex…

eess.SP2024

Rapid and Power-Aware Learned Optimization for Modular Receive Beamforming

Ohad Levy, Nir Shlezinger

Multiple-input multiple-output (MIMO) systems play a key role in wireless communication technologies. A widely considered approach to realize scalable MIMO systems involves archite…

eess.SP2024

Beam Focusing for Near-Field Multi-User Localization

Qianyu Yang, Anna Guerra, Francesco Guidi +5

Extremely large-scale antenna arrays are poised to play a pivotal role in sixth-generation (6G) networks. Utilizing such arrays often results in a near-field spherical wave transmi…

eess.SP2024

A Deep-NN Beamforming Approach for Dual Function Radar-Communication THz UAV

Gianluca Fontanesi, Anna Guerra, Francesco Guidi +7

In this paper, we consider a scenario with one UAV equipped with a ULA, which sends combined information and sensing signals to communicate with multiple GBS and, at the same time,…