6 papers
Lightweight CFR-Based Modulation Adaptation in a Real-Time MIMO-OFDM SDR Testbed
Luca Borst, Maryam Ansarifard, Ankith Vinayachandran +2
Conventional link adaptation typically relies on scalar link-quality indicators such as signal-to-noise ratio (SNR), while richer channel state information (CSI) can improve adapta…
Transformer Actor-Critic for Efficient Freshness-Aware Resource Allocation
Maryam Ansarifard, Mohit K. Sharma, Kishor C. Joshi +1
Emerging applications such as autonomous driving and industrial automation demand ultra-reliable and low-latency communication (URLLC), where maintaining fresh and timely informati…
Accurate Performance Predictors for Edge Computing Applications
Panagiotis Giannakopoulos, Bart van Knippenberg, Kishor Chandra Joshi +2
Accurate prediction of application performance is critical for enabling effective scheduling and resource management in resource-constrained dynamic edge environments. However, ach…
Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics
Babak Azkaei, Kishor Chandra Joshi, George Exarchakos
The ever-increasing reliance of critical services on network infrastructure coupled with the increased operational complexity of beyond-5G/6G networks necessitate the need for proa…
VOTA: Parallelizing 6G-RAN Experimentation with Virtualized Over-The-Air Workloads
Chang Liu, T. D. Khoa Le, Rahul Saini +2
Testbed sharing, a practice in which different researchers concurrently develop independent use cases on top of the same testbed, is ubiquitous in wireless experimental research. I…
Reliability Modeling for Beyond-5G Mission Critical Networks Using Effective Capacity
Anudeep Karnam, Jobish John, Kishor C. Joshi +3
Accurate reliability modeling for ultra-reliable low latency communication (URLLC) and hyper-reliable low latency communication (HRLLC) networks is challenging due to the complex i…