73 citations · 95 across the 13 of their papers we have counts for
16 papers
Optimizing Reinforcement Learning Training over Digital Twin Enabled Multi-fidelity Networks
Hanzhi Yu, Hasan Farooq, Julien Forgeat +4
In this paper, we investigate a novel digital network twin (DNT) assisted deep learning (DL) model training framework. In particular, we consider a physical network where a base st…
Through the telecom lens: Are all training samples important?
Shruti Bothe, Illyyne Saffar, Aurelie Boisbunon +3
The rise of AI in telecommunications, from optimizing Radio Access Networks to managing user experience, has sharply increased data volumes and training demands. Telecom data is of…
Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles
Ferdous Pervej, Richeng Jin, Md Moin Uddin Chowdhury +3
Privacy-preserving distributed machine learning (ML) and aerial connected vehicle (ACV)-assisted edge computing have drawn significant attention lately. Since the onboard sensors o…
Multi-Task Learning as enabler for General-Purpose AI-native RAN
Hasan Farooq, Julien Forgeat, Shruti Bothe +2
The realization of data-driven AI-native architecture envisioned for 6G and beyond networks can eventually lead to multiple machine learning (ML) workloads distributed at the netwo…
Mobility State Detection of Cellular-Connected UAVs based on Handover Count Statistics
Md Moin Uddin Chowdhury, Priyanka Sinha, Kim Mahler +1
To ensure reliable and effective mobility management for aerial user equipment (UE), estimating the speed of cellular-connected unmanned aerial vehicles (UAVs) carries critical imp…
Wireless Connectivity and Localization for Advanced Air Mobility Services
Priyanka Sinha, Md Moin Uddin Chowdhury, Ismail Guvenc +2
By serving as an analog to traffic signal lights, communication signaling for drone to drone communications holds the key to the success of advanced air mobility (AAM) in both urba…
Ensuring Reliable Connectivity to Cellular-Connected UAVs with Up-tilted Antennas and Interference Coordination
Md Moin Uddin Chowdhury, Ismail Guvenc, Walid Saad +1
To integrate unmanned aerial vehicles (UAVs) in future large-scale deployments, a new wireless communication paradigm, namely, the cellular-connected UAV has recently attracted int…
Base Station Antenna Uptilt Optimization for Cellular-Connected Drone Corridors
Sung Joon Maeng, Md Moin Uddin Chowdhury, İsmail Güvenç +2
The concept of drone corridors is recently getting more attention to enable connected, safe, and secure flight zones in the national airspace. To support beyond visual line of sigh…
A Digital Twin for Reconfigurable Intelligent Surface Assisted Wireless Communication
Baoling Sheen, Jin Yang, Xianglong Feng +1
Reconfigurable Intelligent Surface (RIS) has emerged as one of the key technologies for 6G in recent years, which comprise a large number of low-cost passive elements that can smar…
RL-Based Interference Mitigation in Uncoordinated Networks with Partially Overlapping Tones
Mrugen Deshmukh, Md Moin Uddin Chowdhury, Sung Joon Maeng +2
Partially-overlapping tones (POT) are known to help mitigate co-channel interference in uncoordinated multi-carrier networks by introducing intentional frequency offsets (FOs) to t…
Mobility Management for Cellular-Connected UAVs: A Learning-Based Approach
Md Moin Uddin Chowdhury, Walid Saad, Ismail Guvenc
The pervasiveness of the wireless cellular network can be a key enabler for the deployment of autonomous unmanned aerial vehicles (UAVs) in beyond visual line of sight scenarios wi…
UAV Aided Search and Rescue Operation Using Reinforcement Learning
Shriyanti Kulkarni, Vedashree Chaphekar, Md Moin Uddin Chowdhury +2
Owing to the enhanced flexibility in deployment and decreasing costs of manufacturing, the demand for unmanned aerial vehicles (UAVs) is expected to soar in the upcoming years. In…
Handover-Count based Velocity Estimation of Cellular-Connected UAVs
Md Moin Uddin Chowdhury, Priyanka Sinha, Ismail Guvenc
Cellular-connected unmanned aerial vehicles (UAVs) are expected to play a major role in various civilian and commercial applications in the future. While existing cellular networks…
3D Trajectory Optimization in UAV-Assisted Cellular Networks Considering Antenna Radiation Pattern and Backhaul Constraint
Md Moin Uddin Chowdhury, Sung Joon Maeng, Eyuphan Bulut +1
This paper explores the effects of three-dimensional (3D) antenna radiation pattern and backhaul constraint on optimal 3D path planning problem of an unmanned aerial vehicle (UAV),…
RSS-Based Q-Learning for Indoor UAV Navigation
Md Moin Uddin Chowdhury, Fatih Erden, Ismail Guvenc
In this paper, we focus on the potential use of unmanned aerial vehicles (UAVs) for search and rescue (SAR) missions in GPS-denied indoor environments. We consider the problem of n…
Trajectory Optimization in UAV-Assisted Cellular Networks under Mission Duration Constraint
Md Moin Uddin Chowdhury, Eyuphan Bulut, Ismail Guvenc
In this paper, we address the problem of finding the optimal trajectory for an unmanned aerial vehicle (UAV) for improving the wireless coverage of a terrestrial cellular network.…