Supporting UAVs with Edge Computing: A Review of Opportunities and Challenges (2310.11957v1)
Abstract: Over the last years, Unmanned Aerial Vehicles (UAVs) have seen significant advancements in sensor capabilities and computational abilities, allowing for efficient autonomous navigation and visual tracking applications. However, the demand for computationally complex tasks has increased faster than advances in battery technology. This opens up possibilities for improvements using edge computing. In edge computing, edge servers can achieve lower latency responses compared to traditional cloud servers through strategic geographic deployments. Furthermore, these servers can maintain superior computational performance compared to UAVs, as they are not limited by battery constraints. Combining these technologies by aiding UAVs with edge servers, research finds measurable improvements in task completion speed, energy efficiency, and reliability across multiple applications and industries. This systematic literature review aims to analyze the current state of research and collect, select, and extract the key areas where UAV activities can be supported and improved through edge computing.
- Implementation and Investigation of High Endurance UAVs in a 4G LTE Network for Monitoring Power Lines. In Proceedings of the 2023 Wireless Telecommunications Symposium (WTS). IEEE. https://doi.org/10.1109/wts202356685.2023.10131813
- Task Offloading in Multi-Access Edge Computing Enabled UAV-Aided Emergency Response Operations. IEEE Access 11 (2023), 23167–23188. https://doi.org/10.1109/access.2023.3252575
- Energy Efficient UAV-Based Service Offloading Over Cloud-Fog Architectures. IEEE Access 10 (2022), 89598–89613. https://doi.org/10.1109/access.2022.3201112
- Delay-Optimal Task Offloading for UAV-Enabled Edge-Cloud Computing Systems. IEEE Access 10 (2022), 51575–51586. https://doi.org/10.1109/access.2022.3174127
- Seamless Virtualized Controller Migration for Drone Applications. IEEE Internet Computing 23, 2 (March 2019), 51–58. https://doi.org/10.1109/mic.2018.2884670
- EagleEYE: Aerial Edge-enabled Disaster Relief Response System. In Proceedings of the 2020 European Conference on Networks and Communications (EuCNC). IEEE. https://doi.org/10.1109/eucnc48522.2020.9200963
- Spectrum-Aware Mobile Edge Computing for UAVs Using Reinforcement Learning. In Proceedings of the 2021 IEEE/ACM Symposium on Edge Computing (SEC). 376–380. https://doi.org/10.1145/3453142.3491414
- Energy-Efficient Computation Offloading for Secure UAV-Edge-Computing Systems. IEEE Transactions on Vehicular Technology 68, 6 (June 2019), 6074–6087. https://doi.org/10.1109/tvt.2019.2912227
- Sabur Baidya and Marco Levorato. 2020. On the Feasibility of Infrastructure Assistance to Autonomous UAV Systems. In Proceedings of the 2020 16th International Conference on Distributed Computing in Sensor Systems (DCOSS). IEEE. https://doi.org/10.1109/dcoss49796.2020.00054
- Intelligent Search and Find System for Robotic Platform Based on Smart Edge Computing Service. IEEE Access 8 (2020), 108821–108834. https://doi.org/10.1109/access.2020.2993727
- UAVs Traffic Control Based on Multi-Access Edge Computing. In Proceedings of the 2018 IEEE Global Communications Conference (GLOBECOM). IEEE. https://doi.org/10.1109/glocom.2018.8647421
- Edge Cloud Resource-aware Flight Planning for Unmanned Aerial Vehicles. In Proceedings of the 2019 IEEE Wireless Communications and Networking Conference (WCNC). IEEE. https://doi.org/10.1109/wcnc.2019.8886000
- MEC-assisted Dynamic Geofencing for 5G-enabled UAV. In Proceedings of the 2022 IEEE Wireless Communications and Networking Conference (WCNC). IEEE. https://doi.org/10.1109/wcnc51071.2022.9771716
- A Research Perspective on Fog Computing. In Proceedings of the 2nd Workshop on IoT Systems Provisioning & Management for Context-Aware Smart Cities (Malaga, Spain) (ISYCC 2017). Springer, Cham, Switzerland, 198–210. https://doi.org/10.1007/978-3-319-91764-1_16
- MARbLE: Multi-Agent Reinforcement Learning at the Edge for Digital Agriculture. In Proceedings of the 2022 IEEE/ACM 7th Symposium on Edge Computing (SEC). IEEE. https://doi.org/10.1109/sec54971.2022.00013
- Dynamic Distributed Computing for Infrastructure-Assisted Autonomous UAVs. In Proceedings of the ICC 2020 - 2020 IEEE International Conference on Communications (ICC). IEEE. https://doi.org/10.1109/icc40277.2020.9148986
- Davide Callegaro and Marco Levorato. 2018. Optimal Computation Offloading in Edge-Assisted UAV Systems. In Proceedings of the 2018 IEEE Global Communications Conference (GLOBECOM). IEEE. https://doi.org/10.1109/glocom.2018.8648099
- Davide Callegaro and Marco Levorato. 2021. Optimal Edge Computing for Infrastructure-Assisted UAV Systems. IEEE Transactions on Vehicular Technology 70, 2 (Feb. 2021), 1782–1792. https://doi.org/10.1109/tvt.2021.3051378
- SeReMAS: Self-Resilient Mobile Autonomous Systems Through Predictive Edge Computing. In Proceedings of the 2021 18th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON). IEEE. https://doi.org/10.1109/secon52354.2021.9491618
- MEC-Driven UAV Routine Inspection System in Wind Farm under Wind Influence. In Proceedings of the 2019 12th International Conference on Intelligent Computation Technology and Automation (ICICTA). IEEE. https://doi.org/10.1109/icicta49267.2019.00148
- Mobile Edge Computing for Cellular-Connected UAV: Computation Offloading and Trajectory Optimization. In Proceedings of the 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). IEEE. https://doi.org/10.1109/spawc.2018.8445936
- Policy-Based Function-Centric Computation Offloading for Real-Time Drone Video Analytics. In Proceedings of the 2019 IEEE International Symposium on Local and Metropolitan Area Networks (LANMAN). IEEE. https://doi.org/10.1109/lanman.2019.8847112
- AdaDrone: Quality of Navigation Based Neural Adaptive Scheduling for Edge-Assisted Drones. In Proceedings of the 2022 IEEE 42nd International Conference on Distributed Computing Systems (ICDCS). IEEE. https://doi.org/10.1109/icdcs54860.2022.00059
- Secure Task Offloading for MEC-Aided-UAV System. IEEE Transactions on Intelligent Vehicles 8, 5 (May 2023), 3444–3457. https://doi.org/10.1109/tiv.2022.3227367
- Edge Computing Assisted Autonomous Flight for UAV: Synergies between Vision and Communications. IEEE Communications Magazine 59, 1 (Jan. 2021), 28–33. https://doi.org/10.1109/mcom.001.2000501
- An Intelligent Task Offloading Algorithm (iTOA) for UAV Network. In Proceedings of the 2019 IEEE Globecom Workshops (GC Wkshps). IEEE. https://doi.org/10.1109/gcwkshps45667.2019.9024682
- A Holistic Service Provision Strategy for Drone-as-a-Service in MEC-based UAV Delivery. In Proceedings of the 2021 IEEE International Conference on Web Services (ICWS). IEEE. https://doi.org/10.1109/icws53863.2021.00092
- Empowering Industry 4.0 and Autonomous Drone Scouting use cases through 5G-DIVE Solution. In Proceedings of the 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit). IEEE. https://doi.org/10.1109/eucnc/6gsummit51104.2021.9482590
- Toward 5G Edge Computing for Enabling Autonomous Aerial Vehicles. IEEE Access 11 (2023), 3926–3941. https://doi.org/10.1109/access.2023.3235067
- Energy-Efficient UAV-Aided Target Tracking Systems Based on Edge Computing. IEEE Internet of Things Journal 9, 3 (Feb. 2022), 2207–2214. https://doi.org/10.1109/jiot.2021.3091216
- Cloud-Fog-Edge Computing in Smart Agriculture in the Era of Drones: a systematic survey. In Proceedings of the 2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks (PEMWN). IEEE. https://doi.org/10.23919/pemwn56085.2022.9963820
- Power-Delay Trade-off for Heterogenous Cloud Enabled Multi-UAV Systems. In Proceedings of the ICC 2019 - 2019 IEEE International Conference on Communications (ICC). IEEE. https://doi.org/10.1109/icc.2019.8761377
- Vineyard Digital Twin: construction and characterization via UAV images – DIWINE Proof of Concept. In Proceedings of the 2022 IEEE 23rd International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM). IEEE. https://doi.org/10.1109/wowmom54355.2022.00094
- A Traffic-Aware Approach for Enabling Unmanned Aerial Vehicles (UAVs) in Smart City Scenarios. IEEE Access 7 (2019), 86297–86305. https://doi.org/10.1109/access.2019.2922213
- Semi-Autonomous Industrial Robotic Inspection: Remote Methane Detection in Oilfield. In Proceedings of the 2018 IEEE International Conference on Edge Computing (EDGE). IEEE. https://doi.org/10.1109/edge.2018.00010
- Artificial Intelligence Empowered UAVs Data Offloading in Mobile Edge Computing. In Proceedings of the ICC 2020 - 2020 IEEE International Conference on Communications (ICC). IEEE. https://doi.org/10.1109/icc40277.2020.9149115
- IoT Edge Server ROS Node Allocation Method for Multi-SLAM on Many-core. In Proceedings of the 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). IEEE. https://doi.org/10.1109/percomworkshops53856.2022.9767431
- Real-Time Change Detection At the Edge. In Proceedings of the 2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE. https://doi.org/10.1109/icmla55696.2022.00130
- Edge4Sys: A Device-Edge Collaborative Framework for MEC based Smart Systems. In Proceedings of the 2020 35th IEEE/ACM International Conference on Automated Software Engineering (ASE). 1252–1254.
- UAV-enabled Edge Computing for Optimal Task Distribution in Target Tracking. In Proceedings of the 2022 25th International Conference on Information Fusion (FUSION). IEEE. https://doi.org/10.23919/fusion49751.2022.9841357
- Nasos Grigoropoulos and Spyros Lalis. 2022. Fractus: Orchestration of Distributed Applications in the Drone-Edge-Cloud Continuum. In Proceedings of the 2022 IEEE 46th Annual Computers, Software, and Applications Conference (COMPSAC). IEEE. https://doi.org/10.1109/compsac54236.2022.00134
- Offloading Optimization for Energy-Minimization Secure UAV-Edge-Computing Systems. In Proceedings of the 2021 IEEE Wireless Communications and Networking Conference (WCNC). IEEE. https://doi.org/10.1109/wcnc49053.2021.9417527
- UAV-Aided Energy-Efficient Edge Computing Networks: Security Offloading Optimization. IEEE Internet of Things Journal 9, 6 (March 2022), 4245–4258. https://doi.org/10.1109/jiot.2021.3103391
- DEEP: A Vertical-Oriented Intelligent and Automated Platform for the Edge and Fog. IEEE Communications Magazine 59, 6 (June 2021), 66–72. https://doi.org/10.1109/mcom.001.2000986
- A Coded Distributed Computing Framework for Task Offloading from Multi-UAV to Edge Servers. In Proceedings of the 2021 IEEE Wireless Communications and Networking Conference (WCNC). IEEE. https://doi.org/10.1109/wcnc49053.2021.9417305
- UAV-Aided Ultra-Reliable Low-Latency Computation Offloading in Future IoT Networks. IEEE Transactions on Communications 69, 10 (Oct. 2021), 6838–6851. https://doi.org/10.1109/tcomm.2021.3096559
- Rate Splitting on Mobile Edge Computing for UAV-Aided IoT Systems. IEEE Transactions on Cognitive Communications and Networking 6, 4 (Dec. 2020), 1193–1203. https://doi.org/10.1109/tccn.2020.3012680
- Edge Computing Based Abnormal Behavior Learning for Mental Disorder Detection Through UAV Surveillance. In Proceedings of the 2022 International Symposium on Electrical, Electronics and Information Engineering (ISEEIE). IEEE. https://doi.org/10.1109/iseeie55684.2022.00012
- Edge Computing in 5G for Drone Navigation: What to Offload? IEEE Robotics and Automation Letters 6, 2 (April 2021), 2571–2578. https://doi.org/10.1109/lra.2021.3062319
- Energy Optimization for Cellular-Connected Multi-UAV Mobile Edge Computing Systems with Multi-Access Schemes. Journal of Communications and Information Networks 3, 4 (Dec. 2018), 33–44. https://doi.org/10.1007/s41650-018-0035-0
- Fine-Grained Task Offloading for UAV via MEC-Enabled Networks. In Proceedings of the 2019 IEEE 30th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC Workshops). IEEE. https://doi.org/10.1109/pimrcw.2019.8880836
- Toward Performance Efficient UAV Task Scheduling in Cloud Native Edge. In Proceedings of the GLOBECOM 2022 - 2022 IEEE Global Communications Conference. IEEE. https://doi.org/10.1109/globecom48099.2022.10001252
- Offloading Deep Learning Empowered Image Segmentation from UAV to Edge Server. In Proceedings of the 2021 44th International Conference on Telecommunications and Signal Processing (TSP). IEEE. https://doi.org/10.1109/tsp52935.2021.9522611
- Virtualized Control Over Fog: Interplay Between Reliability and Latency. IEEE Internet of Things Journal 5, 6 (Dec. 2018), 5030–5045. https://doi.org/10.1109/jiot.2018.2881202
- Drone Aided Thermal Mapping for Selective Irrigation of Localized Dry Spots. IEEE Access 11 (2023), 7320–7335. https://doi.org/10.1109/access.2023.3237546
- Robot/UAV Indoor Visual SLAM in Smart Cities Based on Remote Data Processing. In Proceedings of the 2023 International Russian Smart Industry Conference (SmartIndustryCon). IEEE. https://doi.org/10.1109/smartindustrycon57312.2023.10110777
- A YOLOv3-based Learning Strategy for Real-time UAV-based Forest Fire Detection. In Proceedings of the 2020 Chinese Control And Decision Conference (CCDC). IEEE. https://doi.org/10.1109/ccdc49329.2020.9163816
- UAV Cluster-Based Video Surveillance System Optimization in Heterogeneous Communication of Smart Cities. IEEE Access 8 (2020), 55654–55664. https://doi.org/10.1109/access.2020.2981647
- Edge Computing in IoT Ecosystems for UAV-Enabled Early Fire Detection. In Proceedings of the 2018 IEEE International Conference on Smart Computing (SMARTCOMP). IEEE. https://doi.org/10.1109/smartcomp.2018.00080
- Task-Oriented Image Transmission for Scene Classification in Unmanned Aerial Systems. IEEE Transactions on Communications 70, 8 (Aug. 2022), 5181–5192. https://doi.org/10.1109/tcomm.2022.3182325
- Reducing the Mission Time of Drone Applications through Location-Aware Edge Computing. In Proceedings of the 2021 IEEE 5th International Conference on Fog and Edge Computing (ICFEC). IEEE. https://doi.org/10.1109/icfec51620.2021.00014
- Edge Computational Offloading for Corrosion Inspection in Industry 4.0. IEEE Internet of Things Magazine 5, 4 (Dec. 2022), 116–120. https://doi.org/10.1109/iotm.001.2200203
- Energy Efficient Resource Allocation and Computation Offloading Strategy in a UAV-enabled Secure Edge-Cloud Computing System. In Proceedings of the 2020 IEEE International Conference on Smart Internet of Things (SmartIoT). IEEE. https://doi.org/10.1109/smartiot49966.2020.00018
- Edge computing: A survey. Future Generation Computer Systems 97 (Aug. 2019), 219–235. https://doi.org/10.1016/j.future.2019.02.050
- Kitae Kim and Choong Seon Hong. 2019. Optimal Task-UAV-Edge Matching for Computation Offloading in UAV Assisted Mobile Edge Computing. In Proceedings of the 2019 20th Asia-Pacific Network Operations and Management Symposium (APNOMS). IEEE. https://doi.org/10.23919/apnoms.2019.8892864
- Machine Learning Based Edge-Assisted UAV Computation Offloading for Data Analyzing. In Proceedings of the 2020 International Conference on Information Networking (ICOIN). IEEE. https://doi.org/10.1109/icoin48656.2020.9016432
- Barbara Kitchenham and Stuart Charters. 2007. Guidelines for performing Systematic Literature Reviews in Software Engineering. Technical Report. Keele University and Durham University Joint Report.
- Drone-Aided Detection of Weeds: Transfer Learning for Embedded Image Processing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16 (2023), 102–111. https://doi.org/10.1109/jstars.2022.3224657
- A Remote Sensing and Airborne Edge-Computing Based Detection System for Pine Wilt Disease. IEEE Access 9 (2021), 66346–66360. https://doi.org/10.1109/access.2021.3073929
- Energy-Efficient Task Offloading of Edge-Aided Maritime UAV Systems. IEEE Transactions on Vehicular Technology 72, 1 (Jan. 2023), 1116–1126. https://doi.org/10.1109/tvt.2022.3205127
- Optimal Offloading of Computing-intensive Tasks for Edge-aided Maritime UAV Systems. In Proceedings of the 2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring). IEEE. https://doi.org/10.1109/vtc2022-spring54318.2022.9860881
- Dynamic Online Trajectory Planning for a UAV-Enabled Data Collection System. IEEE Transactions on Vehicular Technology 71, 12 (Dec. 2022), 13332–13343. https://doi.org/10.1109/tvt.2022.3200458
- The fixed-point landing of the quad-rotor UAV based on YOLOv5. In Proceedings of the 2022 China Automation Congress (CAC). IEEE. https://doi.org/10.1109/cac57257.2022.10054734
- 3D Object Detection for Aerial Platforms via Edge Computing: An Experimental Evaluation. In Proceedings of the 2022 18th International Conference on Distributed Computing in Sensor Systems (DCOSS). IEEE. https://doi.org/10.1109/dcoss54816.2022.00050
- Joint Computation Offloading and Routing Optimization for UAV-Edge-Cloud Computing Environments. In Proceedings of the 2018 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI). IEEE. https://doi.org/10.1109/smartworld.2018.00295
- Online Computation Offloading and Traffic Routing for UAV Swarms in Edge-Cloud Computing. IEEE Transactions on Vehicular Technology 69, 8 (Aug. 2020), 8777–8791. https://doi.org/10.1109/tvt.2020.2994541
- Distributed Location-Aware Task Offloading in Multi-UAVs Enabled Edge Computing. IEEE Access 10 (2022), 72416–72428. https://doi.org/10.1109/access.2022.3189682
- Deep Reinforcement Learning-Based Resource Allocation for UAV-Enabled Federated Edge Learning. Journal of Communications and Information Networks 8, 1 (March 2023), 1–12. https://doi.org/10.23919/jcin.2023.10087243
- Edge-Assisted Intelligent Video Compression for Live Aerial Streaming. IEEE Transactions on Green Communications and Networking 6, 3 (Sept. 2022), 1613–1623. https://doi.org/10.1109/tgcn.2022.3172900
- Robust Edge Computing in UAV Systems via Scalable Computing and Cooperative Computing. IEEE Wireless Communications 28, 5 (Oct. 2021), 36–42. https://doi.org/10.1109/mwc.121.2100041
- Let’s Trade in the Future! A Futures-Enabled Fast Resource Trading Mechanism in Edge Computing-Assisted UAV Networks. IEEE Journal on Selected Areas in Communications 39, 11 (Nov. 2021), 3252–3270. https://doi.org/10.1109/jsac.2021.3088657
- Quality of Service Assessment of Live Video Streaming with a Remote-Controlled Drone. In Proceedings of the 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft). IEEE. https://doi.org/10.1109/netsoft.2018.8460092
- Deep Reinforcement Learning Based Computation Offloading and Trajectory Planning for Multi-UAV Cooperative Target Search. IEEE Journal on Selected Areas in Communications 41, 2 (Feb. 2023), 504–520. https://doi.org/10.1109/jsac.2022.3228558
- Edge Computing Enabled Energy-Efficient Multi-UAV Cooperative Target Search. IEEE Transactions on Vehicular Technology 72, 6 (June 2023), 7757–7771. https://doi.org/10.1109/tvt.2023.3238040
- Energy Minimization for MEC-enabled Cellular-Connected UAV: Trajectory Optimization and Resource Scheduling. In Proceedings of the IEEE INFOCOM 2020 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE. https://doi.org/10.1109/infocomwkshps50562.2020.9162853
- Fumio Machida and Ermeson Andrade. 2021. PA-Offload: Performability-Aware Adaptive Fog Offloading for Drone Image Processing. In Proceedings of the 2021 IEEE 5th International Conference on Fog and Edge Computing (ICFEC). IEEE. https://doi.org/10.1109/icfec51620.2021.00017
- Chris A. Mack. 2011. Fifty Years of Moore's Law. IEEE Transactions on Semiconductor Manufacturing 24, 2 (May 2011), 202–207. https://doi.org/10.1109/tsm.2010.2096437
- Blockchain-Assisted UAV-Employed Casualty Detection Scheme in Search and Rescue Mission in the Internet of Battlefield Things. In Proceedings of the 2020 International Conference on Information and Communication Technology Convergence (ICTC). IEEE. https://doi.org/10.1109/ictc49870.2020.9289476
- IoT-based CO2 Gas-level Monitoring and Automated Decision-making System in Smart Factory using UAV-assisted MEC. In Proceedings of the 2022 International Conference on Decision Aid Sciences and Applications (DASA). IEEE. https://doi.org/10.1109/dasa54658.2022.9765275
- Edge Computing for Visual Navigation and Mapping in a UAV Network. In Proceedings of the ICC 2020 - 2020 IEEE International Conference on Communications (ICC). IEEE. https://doi.org/10.1109/icc40277.2020.9149087
- Computation offloading game for an UAV network in mobile edge computing. In Proceedings of the 2017 IEEE International Conference on Communications (ICC). IEEE. https://doi.org/10.1109/icc.2017.7996483
- A Game Theory Based Efficient Computation Offloading in an UAV Network. IEEE Transactions on Vehicular Technology 68, 5 (May 2019), 4964–4974. https://doi.org/10.1109/tvt.2019.2902318
- Utility Based Scheduling for Multi-UAV Search Systems in Disaster-Hit Areas. IEEE Access 7 (2019), 26810–26820. https://doi.org/10.1109/access.2019.2900865
- UAV-Based IoT Platform: A Crowd Surveillance Use Case. IEEE Communications Magazine 55, 2 (Feb. 2017), 128–134. https://doi.org/10.1109/mcom.2017.1600587cm
- Stochastic Coded Offloading Scheme for Unmanned-Aerial-Vehicle-Assisted Edge Computing. IEEE Internet of Things Journal 10, 7 (April 2023), 5626–5643. https://doi.org/10.1109/jiot.2022.3150472
- Offloading Deep Learning Powered Vision Tasks From UAV to 5G Edge Server With Denoising. IEEE Transactions on Vehicular Technology 72, 6 (June 2023), 8035–8048. https://doi.org/10.1109/tvt.2023.3243529
- Towards beyond Visual Line of Sight Piloting of UAVs with Ultra Reliable Low Latency Communication. In Proceedings of the 2018 IEEE Global Communications Conference (GLOBECOM). IEEE. https://doi.org/10.1109/glocom.2018.8647652
- Giorgos Polychronis and Spyros Lalis. 2022. Planning Computation Offloading on Shared Edge Infrastructure for Multiple Drones. In Proceedings of the 2022 IEEE 42nd International Conference on Distributed Computing Systems Workshops (ICDCSW). IEEE. https://doi.org/10.1109/icdcsw56584.2022.00063
- UAV Swarms in Smart Agriculture: Experiences and Opportunities. In Proceedings of the 2022 IEEE 18th International Conference on e-Science (e-Science). IEEE. https://doi.org/10.1109/escience55777.2022.00029
- Learning-based Multi-Drone Network Edge Orchestration for Video Analytics. In Proceedings of the IEEE INFOCOM 2022 - IEEE Conference on Computer Communications. IEEE. https://doi.org/10.1109/infocom48880.2022.9796706
- DyCOCo: A Dynamic Computation Offloading and Control Framework for Drone Video Analytics. In Proceedings of the 2019 IEEE 27th International Conference on Network Protocols (ICNP). IEEE. https://doi.org/10.1109/icnp.2019.8888089
- Suman Raj and Yogesh Simmhan. 2023. Towards a Mobile App Platform for Personalized UAV Fleets using Edge and Cloud. In Proceedings of the 2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet Computing Workshops (CCGridW). IEEE. https://doi.org/10.1109/ccgridw59191.2023.00075
- Task-Oriented Multi-Modal Communication Based on Cloud-Edge-UAV Collaboration. IEEE Internet of Things Journal (2023), 1–1. https://doi.org/10.1109/jiot.2023.3295650
- CADET: Control-Aware Dynamic Edge Computing for Real-Time Target Tracking in UAV Systems. In Proceedings of the ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE. https://doi.org/10.1109/icassp49357.2023.10095902
- Resource Inference for Task Migration in Challenged Edge Networks with RITMO. In Proceedings of the 2020 IEEE 9th International Conference on Cloud Networking (CloudNet). IEEE. https://doi.org/10.1109/cloudnet51028.2020.9335807
- Resource Inference for Sustainable and Responsive Task Offloading in Challenged Edge Networks. IEEE Transactions on Green Communications and Networking 5, 3 (Sept. 2021), 1114–1127. https://doi.org/10.1109/tgcn.2021.3091812
- Sustainable Task Offloading in UAV Networks via Multi-Agent Reinforcement Learning. IEEE Transactions on Vehicular Technology 70, 5 (May 2021), 5003–5015. https://doi.org/10.1109/tvt.2021.3074304
- A Self-Learning Strategy for Task Offloading in UAV Networks. IEEE Transactions on Vehicular Technology 71, 4 (April 2022), 4301–4311. https://doi.org/10.1109/tvt.2022.3144654
- Edge-Cloud Architectures Using UAVs Dedicated To Industrial IoT Monitoring And Control Applications. In Proceedings of the 2020 International Symposium on Advanced Electrical and Communication Technologies (ISAECT). IEEE. https://doi.org/10.1109/isaect50560.2020.9523700
- PACED-5G: Predictive Autonomous Control using Edge for Drones over 5G. In Proceedings of the 2023 International Conference on Unmanned Aircraft Systems (ICUAS). IEEE. https://doi.org/10.1109/icuas57906.2023.10156241
- Locomotion-Based UAV Control Toward the Internet of Senses. IEEE Transactions on Circuits and Systems II: Express Briefs 70, 5 (May 2023), 1804–1808. https://doi.org/10.1109/tcsii.2023.3257363
- An Edge Architecture Oriented Model Predictive Control Scheme for an Autonomous UAV Mission. In Proceedings of the 2022 IEEE 31st International Symposium on Industrial Electronics (ISIE). IEEE. https://doi.org/10.1109/isie51582.2022.9831701
- A Kubernetes-Based Edge Architecture for Controlling the Trajectory of a Resource-Constrained Aerial Robot by Enabling Model Predictive Control. In Proceedings of the 2022 26th International Conference on Circuits, Systems, Communications and Computers (CSCC). IEEE. https://doi.org/10.1109/cscc55931.2022.00056
- Unmanned Aerial Vehicles (UAVs): A Survey on Civil Applications and Key Research Challenges. IEEE Access 7 (2019), 48572–48634. https://doi.org/10.1109/access.2019.2909530
- Delay and Energy Consumption Oriented UAV Inspection Business Collaboration Computing Mechanism in Edge Computing Based Electric Power IoT. Chinese Journal of Electronics 32, 1 (Jan. 2023), 13–25. https://doi.org/10.23919/cje.2021.00.312
- Accurate and Efficient Multi-robot Collaborative Stereo SLAM for Mars Exploration. In Proceedings of the 2022 International Conference on Service Robotics (ICoSR). IEEE. https://doi.org/10.1109/icosr57188.2022.00031
- An Edge-Controlled Outdoor Autonomous UAV for Colorwise Safety Helmet Detection and Counting of Workers in Construction Sites. In Proceedings of the 2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall). IEEE. https://doi.org/10.1109/vtc2021-fall52928.2021.9625393
- FEEL-enhanced Edge Computing in Energy Constrained UAV-aided IoT Networks. In Proceedings of the 2023 IEEE Wireless Communications and Networking Conference (WCNC). IEEE. https://doi.org/10.1109/wcnc55385.2023.10118939
- Edge Computing: Vision and Challenges. IEEE Internet of Things Journal 3, 5 (Oct. 2016), 637–646. https://doi.org/10.1109/jiot.2016.2579198
- Application of Unmanned Aerial Vehicles in Smart Cities using Computer Vision Techniques. In Proceedings of the 2020 IEEE International Smart Cities Conference (ISC2). IEEE. https://doi.org/10.1109/isc251055.2020.9239054
- Software-defined network based resource allocation in distributed servers for unmanned aerial vehicles. In Proceedings of the 2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC). IEEE. https://doi.org/10.1109/ccwc.2018.8301684
- UAV mission optimization in 5G: On reducing MEC service relocation. In Proceedings of the GLOBECOM 2020 - 2020 IEEE Global Communications Conference. IEEE. https://doi.org/10.1109/globecom42002.2020.9322304
- A Map Building and Sharing Framework for Multiple UAV Systems. In Proceedings of the 2022 International Conference on Unmanned Aircraft Systems (ICUAS). IEEE. https://doi.org/10.1109/icuas54217.2022.9836075
- MEC-assisted Low Latency Communication for Autonomous Flight Control of 5G-Connected UAV. In Proceedings of the 2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring). IEEE. https://doi.org/10.1109/vtc2023-spring57618.2023.10200917
- A Cloud Edge Collaborative Intelligence Method of Insulator String Defect Detection for Power IIoT. IEEE Internet of Things Journal 8, 9 (May 2021), 7510–7520. https://doi.org/10.1109/jiot.2020.3039226
- Dissemination and publication of research findings: an updated review of related biases. Health Technology Assessment 14, 8 (Feb. 2010). https://doi.org/10.3310/hta14080
- Proof-of-Concept of Uncompressed 4K Video Transmission from Drone through mmWave. In Proceedings of the 2020 IEEE 17th Annual Consumer Communications & Networking Conference (CCNC). IEEE. https://doi.org/10.1109/ccnc46108.2020.9045397
- VR-Based Immersive Service Management in B5G Mobile Systems: A UAV Command and Control Use Case. IEEE Internet of Things Journal 10, 6 (March 2023), 5349–5363. https://doi.org/10.1109/jiot.2022.3222282
- Using 5G to Bring More than just Bits to Homes. In Proceedings of the 2020 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). IEEE. https://doi.org/10.1109/bmsb49480.2020.9379767
- APRON: an Architecture for Adaptive Task Planning of Internet of Things in Challenged Edge Networks. In Proceedings of the 2019 IEEE 8th International Conference on Cloud Networking (CloudNet). IEEE. https://doi.org/10.1109/cloudnet47604.2019.9064091
- A Novel Optimization Strategy For Computation Offloading in the UAV-assisted Edge Computing. In Proceedings of the 2022 OITS International Conference on Information Technology (OCIT). IEEE. https://doi.org/10.1109/ocit56763.2022.00092
- Dynamic cloud service placement for live video streaming with a remote-controlled drone. In Proceedings of the 2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM). IEEE. https://doi.org/10.23919/inm.2017.7987400
- Bandwidth-Efficient Live Video Analytics for Drones Via Edge Computing. In Proceedings of the 2018 IEEE/ACM Symposium on Edge Computing (SEC). IEEE. https://doi.org/10.1109/sec.2018.00019
- Edge-Based Live Video Analytics for Drones. IEEE Internet Computing 23, 4 (July 2019), 27–34. https://doi.org/10.1109/mic.2019.2909713
- Energy Minimization for Cellular-Connected UAV-MEC Patrol Inspection Systems. In Proceedings of the 2022 IEEE/CIC International Conference on Communications in China (ICCC). IEEE. https://doi.org/10.1109/iccc55456.2022.9880849
- Location-Based Beamforming Architecture for Efficient Farming Applications with Drones. In Proceedings of the 2019 International Conference on Localization and GNSS (ICL-GNSS). IEEE. https://doi.org/10.1109/icl-gnss.2019.8752698
- Cooperative Task Offloading in UAV Swarm-based Edge Computing. In Proceedings of the 2021 IEEE Global Communications Conference (GLOBECOM). IEEE. https://doi.org/10.1109/globecom46510.2021.9685240
- Energy-Efficient UAV Deployment and Task Scheduling in Multi-UAV Edge Computing. In Proceedings of the 2020 International Conference on Wireless Communications and Signal Processing (WCSP). IEEE. https://doi.org/10.1109/wcsp49889.2020.9299765
- Meng-Shou Wu and Chi-Yu Li. 2021. Edge-based Realtime Image Object Detection for UAV Missions. In Proceedings of the 2021 30th Wireless and Optical Communications Conference (WOCC). IEEE. https://doi.org/10.1109/wocc53213.2021.9602868
- Joint deployment and trajectory optimization in UAV-assisted vehicular edge computing networks. Journal of Communications and Networks 24, 1 (Feb. 2022), 47–58. https://doi.org/10.23919/jcn.2021.000026
- Secure Data Sharing in UAV-assisted Crowdsensing: Integration of Blockchain and Reputation Incentive. In Proceedings of the 2021 IEEE Global Communications Conference (GLOBECOM). IEEE. https://doi.org/10.1109/globecom46510.2021.9685632
- EXPRESS: An Energy-Efficient and Secure Framework for Mobile Edge Computing and Blockchain based Smart Systems. In Proceedings of the 2020 35th IEEE/ACM International Conference on Automated Software Engineering (ASE). 1283–1286.
- Efficient Face Recognition via Multi-UAV-Edge Collaboration in UAV Delivery Service. In Proceedings of the 2022 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom). IEEE. https://doi.org/10.1109/ispa-bdcloud-socialcom-sustaincom57177.2022.00092
- Edge4FR: A Novel Device-Edge Collaborative Framework for Facial Recognition in Smart UAV Delivery Systems. In Proceedings of the 2022 IEEE 8th International Conference on Cloud Computing and Intelligent Systems (CCIS). IEEE. https://doi.org/10.1109/ccis57298.2022.10016378
- Stochastic Resource Management and Trajectory Optimization for Cellular-Connected Multi-UAV Mobile Edge Computing Systems. In Proceedings of the 2022 International Symposium on Networks, Computers and Communications (ISNCC). IEEE. https://doi.org/10.1109/isncc55209.2022.9851706
- Cellular-Connected Multi-UAV MEC Networks: An Online Stochastic Optimization Approach. IEEE Transactions on Communications 70, 10 (Oct. 2022), 6630–6647. https://doi.org/10.1109/tcomm.2022.3199016
- Reconfigurable Intelligence Surface Aided UAV-MEC Systems With NOMA. IEEE Communications Letters 26, 9 (Sept. 2022), 2121–2125. https://doi.org/10.1109/lcomm.2022.3183285
- Offloading Optimization in Edge Computing for Deep-Learning-Enabled Target Tracking by Internet of UAVs. IEEE Internet of Things Journal 8, 12 (June 2021), 9878–9893. https://doi.org/10.1109/jiot.2020.3016694
- Intelli-Eye: An UAV Tracking System with Optimized Machine Learning Tasks Offloading. In Proceedings of the IEEE INFOCOM 2019 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE. https://doi.org/10.1109/infocomwkshps47286.2019.9093759
- Real-time Crop Classification Using Edge Computing and Deep Learning. In Proceedings of the 2020 IEEE 17th Annual Consumer Communications Networking Conference (CCNC). IEEE. https://doi.org/10.1109/ccnc46108.2020.9045498
- EdgeDuet: Tiling Small Object Detection for Edge Assisted Autonomous Mobile Vision. IEEE/ACM Transactions on Networking 31, 4 (Aug. 2023), 1765–1778. https://doi.org/10.1109/tnet.2022.3223412
- A Novel Security Framework for Edge Computing based UAV Delivery System. In Proceedings of the 2021 IEEE 20th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom). IEEE. https://doi.org/10.1109/trustcom53373.2021.00142
- An Evaluation of Edge Computing Platform for Reliable Automated Drones. In Proceedings of the 2020 International SoC Design Conference (ISOCC). IEEE. https://doi.org/10.1109/isocc50952.2020.9332925
- A3D: Adaptive, Accurate, and Autonomous Navigation for Edge-Assisted Drones. IEEE/ACM Transactions on Networking (2023), 1–16. https://doi.org/10.1109/tnet.2023.3297876
- Yao Zeng and Jianhua Tang. 2022. Real-time Data Acquisition and Processing under Mobile Edge Computing-assisted UAV System. In Proceedings of the GLOBECOM 2022 - 2022 IEEE Global Communications Conference. IEEE. https://doi.org/10.1109/globecom48099.2022.10001477
- An Edge based Federated Learning Framework for Person Re-identification in UAV Delivery Service. In Proceedings of the 2021 IEEE International Conference on Web Services (ICWS). IEEE. https://doi.org/10.1109/icws53863.2021.00070
- A Novel Adaptive Computation Offloading Strategy for Collaborative DNN Inference over Edge Devices. In Proceedings of the 2022 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom). IEEE. https://doi.org/10.1109/ispa-bdcloud-socialcom-sustaincom57177.2022.00055
- Low Energy Consumption Power Inspection Solution Based on Cloud-Fog-Edge Ladder Collaboration Technology. In Proceedings of the 2022 2nd International Conference on Electrical Engineering and Control Science (IC2ECS). IEEE. https://doi.org/10.1109/ic2ecs57645.2022.10087986
- Research on Intelligent Mobile Edge Computing and Task Unloading Method of UAV. In Proceedings of the 2023 IEEE 6th Information Technology, Networking, Electronic and Automation Control Conference (ITNEC). IEEE. https://doi.org/10.1109/itnec56291.2023.10082507
- Cooperative Computation Offloading for UAVs: A Joint Radio and Computing Resource Allocation Approach. In Proceedings of the 2018 IEEE International Conference on Edge Computing (EDGE). IEEE. https://doi.org/10.1109/edge.2018.00017