301 citations · 1.9k across the 75 of their papers we have counts for
14 papers · 1 filter
Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures
Andrea Lacava, Michele Polese, Rajarajan Sivaraj +6
5G and beyond mobile networks will support heterogeneous use cases at an unprecedented scale, thus demanding automated control and optimization of network functionalities customize…
Intelligent Closed-loop RAN Control with xApps in OpenRAN Gym
Leonardo Bonati, Michele Polese, Salvatore D'Oro +2
Softwarization, programmable network control and the use of all-encompassing controllers acting at different timescales are heralded as the key drivers for the evolution to next-ge…
Terahertz Communications Can Work in Rain and Snow: Impact of Adverse Weather Conditions on Channels at 140 GHz
Priyangshu Sen, Jacob Hall, Michele Polese +5
Next-generation wireless networks will leverage the spectrum above 100 GHz to enable ultra-high data rate communications over multi-GHz-wide bandwidths. The propagation environment…
CaST: A Toolchain for Creating and Characterizing Realistic Wireless Network Emulation Scenarios
Davide Villa, Miead Tehrani-Moayyed, Pedram Johari +2
Large-scale wireless testbeds are being increasingly used in developing and evaluating new solutions for next generation wireless networks. Among others, high-fidelity FPGA-based e…
OpenRAN Gym: AI/ML Development, Data Collection, and Testing for O-RAN on PAWR Platforms
Leonardo Bonati, Michele Polese, Salvatore D'Oro +2
Open Radio Access Network (RAN) architectures will enable interoperability, openness and programmable data-driven control in next generation cellular networks. However, developing…
Autonomous Driving From the Sky: Design and End-to-End Performance Evaluation
Matteo Bordin, Marco Giordani, Michele Polese +2
For autonomous vehicles to operate without human intervention, information sharing from local sensors plays a fundamental role. This can be challenging to handle with bandwidth-con…
Neural Network-based OFDM Receiver for Resource Constrained IoT Devices
Nasim Soltani, Hai Cheng, Mauro Belgiovine +10
Orthogonal Frequency Division Multiplexing (OFDM)-based waveforms are used for communication links in many current and emerging Internet of Things (IoT) applications, including the…
Deep neural network goes lighter: A case study of deep compression techniques on automatic RF modulation recognition for Beyond 5G networks
Anu Jagannath, Jithin Jagannath, Yanzhi Wang +1
Automatic RF modulation recognition is a primary signal intelligence (SIGINT) technique that serves as a physical layer authentication enabler and automated signal processing schem…
dApps: Distributed Applications for Real-time Inference and Control in O-RAN
Salvatore D'Oro, Michele Polese, Leonardo Bonati +2
The Open Radio Access Network (Open RAN)-which is being standardized, among others, by the O-RAN Alliance-is bringing a radical transformation to the cellular ecosystem through the…
OpenRAN Gym: An Open Toolbox for Data Collection and Experimentation with AI in O-RAN
Leonardo Bonati, Michele Polese, Salvatore D'Oro +2
Open Radio Access Network (RAN) architectures will enable interoperability, openness, and programmatic data-driven control in next generation cellular networks. However, developing…
Understanding O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges
Michele Polese, Leonardo Bonati, Salvatore D'Oro +2
The Open Radio Access Network (RAN) and its embodiment through the O-RAN Alliance specifications are poised to revolutionize the telecom ecosystem. O-RAN promotes virtualized RANs…
ChARM: NextG Spectrum Sharing Through Data-Driven Real-Time O-RAN Dynamic Control
Luca Baldesi, Francesco Restuccia, Tommaso Melodia
Today's radio access networks (RANs) are monolithic entities which often operate statically on a given set of parameters for the entirety of their operations. To implement realisti…
OrchestRAN: Network Automation through Orchestrated Intelligence in the Open RAN
Salvatore D'Oro, Leonardo Bonati, Michele Polese +1
The next generation of cellular networks will be characterized by softwarized, open, and disaggregated architectures exposing analytics and control knobs to enable network intellig…
ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms
Michele Polese, Leonardo Bonati, Salvatore D'Oro +2
In spite of the new opportunities brought about by the Open RAN, advances in ML-based network automation have been slow, mainly because of the unavailability of large-scale dataset…