A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From Communications to Sensing and Intelligence
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Abstract (arXiv)
Due to the advancements in cellular technologies and the dense deployment of cellular infrastructure, integrating unmanned aerial vehicles (UAVs) into the fifth-generation (5G) and beyond cellular networks is a promising solution to achieve safe UAV operation as well as enabling diversified applications with mission-specific payload data delivery. In particular, 5G networks need to support three typical usage scenarios, namely, enhanced mobile broadband (eMBB), ultra-reliable low-latency communications (URLLC), and massive machine-type communications (mMTC). On the one hand, UAVs can be leveraged as cost-effective aerial platforms to provide ground users with enhanced communication services by exploiting their high cruising altitude and controllable maneuverability in three-dimensional (3D) space. On the other hand, providing such communication services simultaneously for both UAV and ground users poses new challenges due to the need for ubiquitous 3D signal coverage as well as the strong air-ground network interference. Besides the requirement of high-performance wireless communications, the ability to support effective and efficient sensing as well as network intelligence is also essential for 5G-and-beyond 3D heterogeneous wireless networks with coexisting aerial and ground users. In this paper, we provide a comprehensive overview of the latest research efforts on integrating UAVs into cellular networks, with an emphasis on how to exploit advanced techniques (e.g., intelligent reflecting surface, short packet transmission, energy harvesting, joint communication and radar sensing, and edge intelligence) to meet the diversified service requirements of next-generation wireless systems. Moreover, we highlight important directions for further investigation in future work.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Oct 2020.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 1; 2024: 7; 2025: 5; 2026: 2.
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- 2025UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobilitycited by 48
- 2024Large Language Models for UAVs: Current State and Pathways to the Futurecited by 33
- 2022Deep Reinforcement Learning for Trajectory Path Planning and Distributed Inference in Resource-Constrained UAV Swarmscited by 5
- 2021Efficient Real-Time Image Recognition Using Collaborative Swarm of UAVs and Convolutional Networkscited by 3
- 2023LLHR: Low Latency and High Reliability CNN Distributed Inference for Resource-Constrained UAV Swarmscited by 3
- 2024FeMLoc: Federated Meta-learning for Adaptive Wireless Indoor Localization Tasks in IoT Networkscited by 3
- 2024Latency Minimization for UAV-Enabled Federated Learning: Trajectory Design and Resource Allocationcited by 3
- 2021Machine Learning Methods for Management UAV Flocks -- a Surveycited by 2
- 2024Meta Reinforcement Learning for Strategic IoT Deployments Coverage in Disaster-Response UAV Swarmscited by 2
- 2024Communication- and Computation-Efficient Distributed Submodular Optimization in Robot Mesh Networkscited by 2
- 2024Multi-UAV Multi-RIS QoS-Aware Aerial Communication Systems using DRL and PSOcited by 1
- 2022UAV-aided RF Mapping for Sensing and Connectivity in Wireless Networkscited by 0
8 more
- 2022VHetNets for AI and AI for VHetNets: An Anomaly Detection Case Study for Ubiquitous IoTcited by 0
- 2024Performance-Aware Self-Configurable Multi-Agent Networks: A Distributed Submodular Approach for Simultaneous Coordination and Network Designcited by 0
- 2025Handover and SINR-Aware Path Optimization in 5G-UAV mmWave Communication using DRLcited by 0
- 2025Synesthesia of Machines (SoM)-Enhanced Sub-THz ISAC Transmission for Air-Ground Networkcited by 0
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systemscited by 0
- 2025Integrated Communication and Control for Energy-Efficient UAV Swarms: A Multi-Agent Reinforcement Learning Approachcited by 0
- 2026Distributed Online Submodular Maximization under Communication Delays: A Simultaneous Decision-Making Approachcited by 0
- 2026Arm2Air: Cross-Embodiment Skeleton Transfer for 3D Relay Formationcited by 0
- 2026Arm2Air: Cross-Embodiment Skeleton Transfer for 3D Relay Formation30 Jul 2026
- 2026Distributed Online Submodular Maximization under Communication Delays: A Simultaneous Decision-Making Approach29 Mar 2026
- 2025Integrated Communication and Control for Energy-Efficient UAV Swarms: A Multi-Agent Reinforcement Learning Approach28 Sep 2025
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systems18 Jul 2025
- 2025Synesthesia of Machines (SoM)-Enhanced Sub-THz ISAC Transmission for Air-Ground Network15 Jun 2025
- 2025Handover and SINR-Aware Path Optimization in 5G-UAV mmWave Communication using DRL3 Apr 2025
- 2025UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility4 Jan 2025
- 2024Latency Minimization for UAV-Enabled Federated Learning: Trajectory Design and Resource Allocation10 Dec 2024
- 2024Performance-Aware Self-Configurable Multi-Agent Networks: A Distributed Submodular Approach for Simultaneous Coordination and Network Design2 Sep 2024
- 2024Communication- and Computation-Efficient Distributed Submodular Optimization in Robot Mesh Networks15 Jul 2024
- 2024Multi-UAV Multi-RIS QoS-Aware Aerial Communication Systems using DRL and PSO16 Jun 2024
- 2024FeMLoc: Federated Meta-learning for Adaptive Wireless Indoor Localization Tasks in IoT Networks17 May 2024
8 more
- 2024Large Language Models for UAVs: Current State and Pathways to the Future2 May 2024
- 2024Meta Reinforcement Learning for Strategic IoT Deployments Coverage in Disaster-Response UAV Swarms20 Jan 2024
- 2023LLHR: Low Latency and High Reliability CNN Distributed Inference for Resource-Constrained UAV Swarms25 May 2023
- 2022Deep Reinforcement Learning for Trajectory Path Planning and Distributed Inference in Resource-Constrained UAV Swarms21 Dec 2022
- 2022VHetNets for AI and AI for VHetNets: An Anomaly Detection Case Study for Ubiquitous IoT14 Oct 2022
- 2022UAV-aided RF Mapping for Sensing and Connectivity in Wireless Networks6 May 2022
- 2021Machine Learning Methods for Management UAV Flocks -- a Survey30 Aug 2021
- 2021Efficient Real-Time Image Recognition Using Collaborative Swarm of UAVs and Convolutional Networks9 Jul 2021
- 2024Large Language Models for UAVs: Current State and Pathways to the Futurecited by 33
- 2022Deep Reinforcement Learning for Trajectory Path Planning and Distributed Inference in Resource-Constrained UAV Swarmscited by 5
- 2021Efficient Real-Time Image Recognition Using Collaborative Swarm of UAVs and Convolutional Networkscited by 3
- 2023LLHR: Low Latency and High Reliability CNN Distributed Inference for Resource-Constrained UAV Swarmscited by 3
- 2024FeMLoc: Federated Meta-learning for Adaptive Wireless Indoor Localization Tasks in IoT Networkscited by 3
- 2024Latency Minimization for UAV-Enabled Federated Learning: Trajectory Design and Resource Allocationcited by 3
- 2021Machine Learning Methods for Management UAV Flocks -- a Surveycited by 2
- 2024Meta Reinforcement Learning for Strategic IoT Deployments Coverage in Disaster-Response UAV Swarmscited by 2
- 2024Communication- and Computation-Efficient Distributed Submodular Optimization in Robot Mesh Networkscited by 2
- 2024Multi-UAV Multi-RIS QoS-Aware Aerial Communication Systems using DRL and PSOcited by 1
- 2022UAV-aided RF Mapping for Sensing and Connectivity in Wireless Networkscited by 0
- 2022VHetNets for AI and AI for VHetNets: An Anomaly Detection Case Study for Ubiquitous IoTcited by 0
12 most cited of 19 All 19 (JSON)
- 2026Arm2Air: Cross-Embodiment Skeleton Transfer for 3D Relay Formation30 Jul 2026
- 2026Distributed Online Submodular Maximization under Communication Delays: A Simultaneous Decision-Making Approach29 Mar 2026
- 2025Integrated Communication and Control for Energy-Efficient UAV Swarms: A Multi-Agent Reinforcement Learning Approach28 Sep 2025
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systems18 Jul 2025
- 2025Synesthesia of Machines (SoM)-Enhanced Sub-THz ISAC Transmission for Air-Ground Network15 Jun 2025
- 2025Handover and SINR-Aware Path Optimization in 5G-UAV mmWave Communication using DRL3 Apr 2025
- 2024Latency Minimization for UAV-Enabled Federated Learning: Trajectory Design and Resource Allocation10 Dec 2024
- 2024Performance-Aware Self-Configurable Multi-Agent Networks: A Distributed Submodular Approach for Simultaneous Coordination and Network Design2 Sep 2024
- 2024Communication- and Computation-Efficient Distributed Submodular Optimization in Robot Mesh Networks15 Jul 2024
- 2024Multi-UAV Multi-RIS QoS-Aware Aerial Communication Systems using DRL and PSO16 Jun 2024
- 2024FeMLoc: Federated Meta-learning for Adaptive Wireless Indoor Localization Tasks in IoT Networks17 May 2024
- 2024Large Language Models for UAVs: Current State and Pathways to the Future2 May 2024
12 newest of 19 All 19 (JSON)