285 citations · 1.2k across the 69 of their papers we have counts for
8 papers · 1 filter
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…
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…
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…
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…
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…