Survey on UAV Cellular Communications: Practical Aspects, Standardization Advancements, Regulation, and Security Challenges

The rapid growth of consumer unmanned aerial vehicles (UAVs) is creating promising new business opportunities for cellular operators. On the one hand, UAVs can be connected to cellular networks as new types of user equipment, therefore generating significant revenues for the operators that can guarantee their stringent service requirements. On the other hand, UAVs offer the unprecedented opportunity to realize UAV-mounted flying base stations (BSs) that can dynamically reposition themselves to boost coverage, spectral efficiency, and user quality of experience. Indeed, the standardization bodies are currently exploring possibilities for serving commercial UAVs with cellular networks. Industries are beginning to trial early prototypes of flying BSs or user equipments, while academia is in full swing researching mathematical and algorithmic solutions to address interesting new problems arising from flying nodes in cellular networks. In this paper, we provide a comprehensive survey of all of these developments promoting smooth integration of UAVs into cellular networks. Specifically, we survey: 1) the types of consumer UAVs currently available off-the-shelf; 2) the interference issues and potential solutions addressed by standardization bodies for serving aerial users with the existing terrestrial BSs; 3) the challenges and opportunities for assisting cellular communications with UAV-based flying relays and BSs; 4) the ongoing prototyping and test bed activities; 5) the new regulations being developed to manage the commercial use of UAVs; and 6) the cyber-physical security of UAV-assisted cellular communications.

[1]  W. M. Sheehan Air Cabotage and the Chicago Convention , 1950 .

[2]  B. Sibthorpe,et al.  Record linkage in Australian epidemiological research: health benefits, privacy safeguards and future potential. , 2010, Australian journal of public health.

[3]  Marc Langheinrich,et al.  Privacy by Design - Principles of Privacy-Aware Ubiquitous Systems , 2001, UbiComp.

[4]  Christopher Bolkcom,et al.  Unmanned Aerial Vehicles: Background and Issues for Congress , 2003 .

[5]  R. Taylor,et al.  Echo-MIMO: a Two-Way Channel Training Method for Matched Cooperative Beamforming , 2005, ASILOMAR 2005.

[6]  Thomas L. Marzetta,et al.  Fast transfer of channel state information in wireless systems , 2006, IEEE Transactions on Signal Processing.

[7]  Andrew R. Nix,et al.  WLCp2-06: Modelling the Likelihood of Line-of-Sight for Air-to-Ground Radio Propagation in Urban Environments , 2006, IEEE Globecom 2006.

[8]  H. T. Kung,et al.  Maximizing Throughput of UAV-Relaying Networks with the Load-Carry-and-Deliver Paradigm , 2007, 2007 IEEE Wireless Communications and Networking Conference.

[9]  S. Redana,et al.  Business Impact of Relay Deployment for Coverage Extension in 3GPP LTE-Advanced , 2009, 2009 IEEE International Conference on Communications Workshops.

[10]  Liu Ting-ting,et al.  The simulation model of ground-to-air channel and its application in SC-FDE , 2009, 2009 ISECS International Colloquium on Computing, Communication, Control, and Management.

[11]  Holger Claussen Autonomous self-deployment of wireless access networks , 2009 .

[12]  Mustafa M. Matalgah,et al.  Performance analysis of multi-carrier relay-based UAV network over fading channels , 2010, 2010 IEEE Globecom Workshops.

[13]  Dario Vlah,et al.  Measuring diversity on a low-altitude UAV in a ground-to-air wireless 802.11 mesh network , 2010, 2010 IEEE Globecom Workshops.

[14]  Christian Wietfeld,et al.  Coverage evaluation of wireless networks for Unmanned Aerial Systems , 2010, 2010 IEEE Globecom Workshops.

[15]  Luigi Chisci,et al.  Optimal UAV coordination for target tracking using dynamic programming , 2010, 49th IEEE Conference on Decision and Control (CDC).

[16]  Amber Salinas,et al.  Facets of Occupational Burnout Among U.S. Air Force Active Duty and National Guard/Reserve MQ-1 Predator and MQ-9 Reaper Operators , 2011 .

[17]  Bernhard Rinner,et al.  On path planning strategies for networked unmanned aerial vehicles , 2011, 2011 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[18]  Daniel Krajzewicz,et al.  SUMO - Simulation of Urban MObility An Overview , 2011 .

[19]  Tinku Mohamed Rasheed,et al.  On the role of infrastructure sharing for mobile network operators in emerging markets , 2011, Comput. Networks.

[20]  Camille Alain Rabbath,et al.  Modeling of packet dropout for UAV wireless communications , 2012, 2012 International Conference on Computing, Networking and Communications (ICNC).

[21]  Tarik Veli Mumcu,et al.  Design strategies of unmanned aerial vehicle-aided communication for disaster recovery , 2012, High Capacity Optical Networks and Emerging/Enabling Technologies.

[22]  Weiqing Sun,et al.  Cyber security threat analysis and modeling of an unmanned aerial vehicle system , 2012, 2012 IEEE Conference on Technologies for Homeland Security (HST).

[23]  Eric W. Frew,et al.  Optimizing Cascaded Chains of Unmanned Aircraft Acting as Communication Relays , 2012, IEEE Journal on Selected Areas in Communications.

[24]  Paul Gerin Fahlstrom,et al.  Introduction to UAV Systems , 2012 .

[25]  M. Dudek,et al.  Hybrid Fuel Cell – Battery System as a Main Power Unit for Small Unmanned Aerial Vehicles (UAV) , 2013, International Journal of Electrochemical Science.

[26]  Christian Wietfeld,et al.  Ad hoc self-healing of OFDMA networks using UAV-based relays , 2013, Ad Hoc Networks.

[27]  Ming Ding,et al.  Multi-point Cooperative Communication Systems: Theory and Applications , 2013 .

[28]  Dimitrios Zorbas,et al.  Energy Efficient Mobile Target Tracking Using Flying Drones , 2013, ANT/SEIT.

[29]  Mehdi Bennis,et al.  Drone Small Cells in the Clouds: Design, Deployment and Performance Analysis , 2014, GLOBECOM 2014.

[30]  Gurkan Tuna,et al.  Unmanned aerial vehicle-aided communications system for disaster recovery , 2014, J. Netw. Comput. Appl..

[31]  Zihuai Lin,et al.  Will the Area Spectral Efficiency Monotonically Grow as Small Cells Go Dense? , 2014, 2015 IEEE Global Communications Conference (GLOBECOM).

[32]  Asgeir J. Sørensen,et al.  Unmanned aerial vehicle as communication relay for autonomous underwater vehicle — Field tests , 2014, 2014 IEEE Globecom Workshops (GC Wkshps).

[33]  Kandeepan Sithamparanathan,et al.  Optimal LAP Altitude for Maximum Coverage , 2014, IEEE Wireless Communications Letters.

[34]  Ya-Ju Yu,et al.  Mobile small cell deployment for next generation cellular networks , 2014, 2014 IEEE Global Communications Conference.

[35]  Ryu Miura,et al.  An optimal data collection technique for improved utility in UAS-aided networks , 2014, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[36]  青木 雄一 依頼講演 5G Mobile Communications for 2020 and Beyond : Vision and Key Enabling Technologies (無線通信システム) -- (特集セッション 将来無線通信) , 2014 .

[37]  Andrej Vilhar,et al.  Base stations placement optimization in wireless networks for emergency communications , 2014, 2014 IEEE International Conference on Communications Workshops (ICC).

[38]  Karina Mabell Gomez,et al.  Aerial-terrestrial communications: terrestrial cooperation and energy-efficient transmissions to aerial base stations , 2014, IEEE Transactions on Aerospace and Electronic Systems.

[39]  Aoki Yuuichi 5G Mobile Communications for 2020 and Beyond -- Vision and Key Enabling Technologies , 2014 .

[40]  Abbas Jamalipour,et al.  Modeling air-to-ground path loss for low altitude platforms in urban environments , 2014, 2014 IEEE Global Communications Conference.

[41]  Xinwen Fu,et al.  HAWK: An Unmanned Mini-Helicopter-Based Aerial Wireless Kit for Localization , 2012, IEEE Transactions on Mobile Computing.

[42]  David James Love,et al.  Downlink Training Techniques for FDD Massive MIMO Systems: Open-Loop and Closed-Loop Training With Memory , 2013, IEEE Journal of Selected Topics in Signal Processing.

[43]  Ryu Miura,et al.  Toward Fair Maximization of Energy Efficiency in Multiple UAS-Aided Networks: A Game-Theoretic Methodology , 2015, IEEE Transactions on Wireless Communications.

[44]  Daniele Borio,et al.  Real-time jamming detection using the sum-of-squares paradigm , 2015, 2015 International Conference on Location and GNSS (ICL-GNSS).

[45]  Ismail Güvenç,et al.  UAV assisted heterogeneous networks for public safety communications , 2015, 2015 IEEE Wireless Communications and Networking Conference Workshops (WCNCW).

[46]  Antonio Munjiza,et al.  Flying by the Sun only: The Solarcopter prototype , 2015 .

[47]  Bill Canis Unmanned Aircraft Systems (UAS): Commercial Outlook for a New Industry , 2015 .

[48]  Christian Wietfeld,et al.  Investigation of Air-to-Air Channel Characteristics and a UAV Specific Extension to the Rice Model , 2015, 2015 IEEE Globecom Workshops (GC Wkshps).

[49]  David W. Matolak,et al.  Air-ground channel characterization for unmanned aircraft systems: The near-urban environment , 2015, MILCOM 2015 - 2015 IEEE Military Communications Conference.

[50]  Sanjay Jha,et al.  Secret Key Generation by Virtual Link Estimation , 2015, BODYNETS.

[51]  Severin Kacianka,et al.  Adaptive video streaming for UAV networks , 2015, MoVid@MMSys.

[52]  R. Katulski,et al.  Detection and Mitigation of GPS Spoofing Based on Antenna Array Processing , 2015 .

[53]  L. Tang,et al.  Drone remote sensing for forestry research and practices , 2015, Journal of Forestry Research.

[54]  Giorgio C. Buttazzo,et al.  Energy-Aware Coverage Path Planning of UAVs , 2015, 2015 IEEE International Conference on Autonomous Robot Systems and Competitions.

[55]  Ilker Bekmezci,et al.  Flying ad hoc networks (FANET) test bed implementation , 2015, 2015 7th International Conference on Recent Advances in Space Technologies (RAST).

[56]  Yoohwan Kim,et al.  Design of Low-Cost On-board Auto-tracking Antenna for Small UAS , 2015, 2015 12th International Conference on Information Technology - New Generations.

[57]  Emil Björnson,et al.  Massive MIMO: ten myths and one critical question , 2015, IEEE Communications Magazine.

[58]  Halim Yanikomeroglu,et al.  Efficient 3-D placement of an aerial base station in next generation cellular networks , 2016, 2016 IEEE International Conference on Communications (ICC).

[59]  Luiz A. DaSilva,et al.  Deployment of UAV-mounted access points according to spatial user locations in two-tier cellular networks , 2016, 2016 Wireless Days (WD).

[60]  Bin Cao,et al.  Securing commercial WiFi-based UAVs from common security attacks , 2016, MILCOM 2016 - 2016 IEEE Military Communications Conference.

[61]  Miguel Franklin de Castro,et al.  A swarm solution for a cooperative and self-organized team of UAVs to search targets , 2016, 2016 8th Euro American Conference on Telematics and Information Systems (EATIS).

[62]  Walid Saad,et al.  Unmanned Aerial Vehicle With Underlaid Device-to-Device Communications: Performance and Tradeoffs , 2015, IEEE Transactions on Wireless Communications.

[63]  Tarik Taleb,et al.  A green strategic activity scheduling for UAV networks: A sub-modular game perspective , 2016, IEEE Communications Magazine.

[64]  Evsen Yanmaz,et al.  Survey on Unmanned Aerial Vehicle Networks for Civil Applications: A Communications Viewpoint , 2016, IEEE Communications Surveys & Tutorials.

[65]  José L. Verdegay,et al.  Coverage path planning with unmanned aerial vehicles for 3D terrain reconstruction , 2016, Expert Syst. Appl..

[66]  Peng Wang,et al.  Performance Impact of LoS and NLoS Transmissions in Dense Cellular Networks , 2015, IEEE Transactions on Wireless Communications.

[67]  Walid Saad,et al.  Efficient Deployment of Multiple Unmanned Aerial Vehicles for Optimal Wireless Coverage , 2016, IEEE Communications Letters.

[68]  Mahbub Hassan,et al.  Dynamic Base Station Repositioning to Improve Performance of Drone Small Cells , 2016, 2016 IEEE Globecom Workshops (GC Wkshps).

[69]  Josaphat Tetuko Sri Sumantyo,et al.  Design of tilted beam circularly polarized antenna for CP-SAR sensor onboard UAV , 2016, 2016 International Symposium on Antennas and Propagation (ISAP).

[70]  Dimitrios Zorbas,et al.  Optimal drone placement and cost-efficient target coverage , 2016, J. Netw. Comput. Appl..

[71]  Dimitrios Zorbas,et al.  Modelling the mobile target covering problem using flying drones , 2016, Optim. Lett..

[72]  Walid Saad,et al.  Optimal transport theory for power-efficient deployment of unmanned aerial vehicles , 2016, 2016 IEEE International Conference on Communications (ICC).

[73]  Ding Ming,et al.  Please Lower Small Cell Antenna Heights in 5G , 2016 .

[74]  Rui Zhang,et al.  Wireless communications with unmanned aerial vehicles: opportunities and challenges , 2016, IEEE Communications Magazine.

[75]  Lav Gupta,et al.  Survey of Important Issues in UAV Communication Networks , 2016, IEEE Communications Surveys & Tutorials.

[76]  Sanjay Jha,et al.  On the importance of link characterization for aerial wireless sensor networks , 2016, IEEE Communications Magazine.

[77]  Xin Wang,et al.  Energy-Efficient Cooperative Relaying for Unmanned Aerial Vehicles , 2016, IEEE Transactions on Mobile Computing.

[78]  Sang-Jo Yoo,et al.  Flying path optimization in UAV-assisted IoT sensor networks , 2016, ICT Express.

[79]  Ryu Miura,et al.  A dynamic trajectory control algorithm for improving the communication throughput and delay in UAV-aided networks , 2016, IEEE Network.

[80]  Sofie Pollin,et al.  LTE in the sky: trading off propagation benefits with interference costs for aerial nodes , 2016, IEEE Communications Magazine.

[81]  Zihuai Lin,et al.  Performance Impact of Idle Mode Capability on Dense Small Cell Networks , 2016, IEEE Transactions on Vehicular Technology.

[82]  Dharma P. Agrawal,et al.  Communication and networking of UAV-based systems: Classification and associated architectures , 2017, J. Netw. Comput. Appl..

[83]  Mehdi Bennis,et al.  Sum Secrecy Rate Maximization for Relay-Aided Multiple-Source Multiple-Destination Networks , 2017, IEEE Transactions on Vehicular Technology.

[84]  Mahbub Hassan,et al.  Dynamic base station repositioning to improve spectral efficiency of drone small cells , 2017, 2017 IEEE 18th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM).

[85]  Kathiravan Srinivasan,et al.  Intelligent deployment of UAVs in 5G heterogeneous communication environment for improved coverage , 2017, J. Netw. Comput. Appl..

[86]  Sofie Pollin,et al.  Coexistence of Terrestrial and Aerial Users in Cellular Networks , 2017, 2017 IEEE Globecom Workshops (GC Wkshps).

[87]  Walid Saad,et al.  Caching in the Sky: Proactive Deployment of Cache-Enabled Unmanned Aerial Vehicles for Optimized Quality-of-Experience , 2016, IEEE Journal on Selected Areas in Communications.

[88]  Jeroen Wigard,et al.  Radio Channel Modeling for UAV Communication Over Cellular Networks , 2017, IEEE Wireless Communications Letters.

[89]  Rohan Bennett,et al.  Review of the Current State of UAV Regulations , 2017, Remote. Sens..

[90]  Junaid Shuja,et al.  Bringing Computation Closer toward the User Network: Is Edge Computing the Solution? , 2017, IEEE Communications Magazine.

[91]  Lin Cai,et al.  UAV-Assisted Dynamic Coverage in a Heterogeneous Cellular System , 2017, IEEE Network.

[92]  Rui Zhang,et al.  Energy-Efficient UAV Communication With Trajectory Optimization , 2016, IEEE Transactions on Wireless Communications.

[93]  Robin R. Murphy,et al.  A review on cybersecurity vulnerabilities for unmanned aerial vehicles , 2017, 2017 IEEE International Symposium on Safety, Security and Rescue Robotics (SSRR).

[94]  Erik G. Larsson,et al.  Massive MIMO for Drone Communications: Case Studies and Future Directions , 2017 .

[95]  Mohsen Guizani,et al.  Communication Security of Unmanned Aerial Vehicles , 2017, IEEE Wireless Communications.

[96]  Mahbub Hassan,et al.  Understanding autonomous drone maneuverability for Internet of Things applications , 2017, 2017 IEEE 18th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM).

[97]  Mahbub Hassan,et al.  Service on Demand: Drone Base Stations Cruising in the Cellular Network , 2017, 2017 IEEE Globecom Workshops (GC Wkshps).

[98]  Ming Ding,et al.  Performance Impact of Base Station Antenna Heights in Dense Cellular Networks , 2017, IEEE Transactions on Wireless Communications.

[99]  Thomas L. Marzetta,et al.  Channel Training for Analog FDD Repeaters: Optimal Estimators and Cramér–Rao Bounds , 2016, IEEE Transactions on Signal Processing.

[100]  Erik G. Larsson,et al.  Massive MIMO for Drone Communications: Applications, Case Studies and Future Directions , 2017, ArXiv.

[101]  Albert Y. Zomaya,et al.  Uplink Performance Analysis of Dense Cellular Networks With LoS and NLoS Transmissions , 2016, IEEE Transactions on Wireless Communications.

[102]  Rui Zhang,et al.  Placement Optimization of UAV-Mounted Mobile Base Stations , 2016, IEEE Communications Letters.

[103]  Ming Ding,et al.  On the performance of practical ultra-dense networks: The major and minor factors , 2017, 2017 15th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt).

[104]  Steve Eugene Watkins,et al.  Antenna Design for Small UAV Locator Application , 2017 .

[105]  Jeroen Wigard,et al.  Machine-Learning Identification of Airborne UAV-UEs Based on LTE Radio Measurements , 2017, 2017 IEEE Globecom Workshops (GC Wkshps).

[106]  Lei Guan,et al.  A flexible HW and SW co-operated baseband research platform for massive MIMO system , 2017, 2017 IEEE International Conference on Communications (ICC).

[107]  Jeroen Wigard,et al.  Method for detection of airborne UEs based on LTE radio measurements , 2017, 2017 IEEE 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[108]  David Gesbert,et al.  Optimal positioning of flying relays for wireless networks: A LOS map approach , 2017, 2017 IEEE International Conference on Communications (ICC).

[109]  James P. G. Sterbenz,et al.  UAV Networks and Communications , 2017 .

[110]  Yaohong Qu,et al.  A Fault-Tolerant Cooperative Positioning Approach for Multiple UAVs , 2017, IEEE Access.

[111]  Mahbub Hassan,et al.  Flying Drone Base Stations for Macro Hotspots , 2018, IEEE Access.

[112]  Emil Björnson,et al.  Supporting UAV Cellular Communications through Massive MIMO , 2018, 2018 IEEE International Conference on Communications Workshops (ICC Workshops).

[113]  Ben M. Chen,et al.  Cooperative Heavy Lifting Using Unmanned Multi-Agent Systems , 2018, 2018 IEEE 14th International Conference on Control and Automation (ICCA).

[114]  Mahbub Hassan,et al.  On the Downlink Performance of UAV Communications in Dense Cellular Networks , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

[115]  Chuan Ma,et al.  Performance Analysis for Practical Unmanned Aerial Vehicle Networks with LoS/NLoS Transmissions , 2018, 2018 IEEE International Conference on Communications Workshops (ICC Workshops).

[116]  Ming Ding,et al.  Promises and caveats of uplink IoT ultra-dense networks , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[117]  Emil Björnson,et al.  Understanding UAV Cellular Communications: From Existing Networks to Massive MIMO , 2018, IEEE Access.

[118]  Nirwan Ansari,et al.  Jointly Optimizing Drone-Mounted Base Station Placement and User Association in Heterogeneous Networks , 2018, 2018 IEEE International Conference on Communications (ICC).

[119]  Holger Claussen,et al.  On the Fundamental Characteristics of Ultra-Dense Small Cell Networks , 2017, IEEE Network.

[120]  Ekram Hossain,et al.  Multi-Tier Drone Architecture for 5G/B5G Cellular Networks: Challenges, Trends, and Prospects , 2017, IEEE Communications Magazine.

[121]  Sofie Pollin,et al.  Reshaping Cellular Networks for the Sky: Major Factors and Feasibility , 2017, 2018 IEEE International Conference on Communications (ICC).

[122]  Erik G. Larsson,et al.  Massive MIMO for Communications With Drone Swarms , 2017, IEEE Transactions on Wireless Communications.

[123]  Jin Chen,et al.  Power Control in UAV-Supported Ultra Dense Networks: Communications, Caching, and Energy Transfer , 2017, IEEE Communications Magazine.

[124]  Xingqin Lin,et al.  The Sky Is Not the Limit: LTE for Unmanned Aerial Vehicles , 2017, IEEE Communications Magazine.

[125]  Ming Ding,et al.  Uplink Performance Analysis of Base Station Antenna Heights in Dense Cellular Networks , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

[126]  Ismail Güvenç,et al.  UAV-Based In-Band Integrated Access and Backhaul for 5G Communications , 2018, 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall).

[127]  Walid Saad,et al.  Deep Reinforcement Learning for Interference-Aware Path Planning of Cellular-Connected UAVs , 2018, 2018 IEEE International Conference on Communications (ICC).

[128]  Akram Al-Hourani,et al.  Modeling Cellular-to-UAV Path-Loss for Suburban Environments , 2018, IEEE Wireless Communications Letters.

[129]  Yang Yang,et al.  Energy-efficient multi-UAV coverage deployment in UAV networks: A game-theoretic framework , 2018, China Communications.

[130]  Tianqing Zhu,et al.  Using Adversarial Noises to Protect Privacy in Deep Learning Era , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

[131]  Joonhyuk Kang,et al.  Mobile Edge Computing via a UAV-Mounted Cloudlet: Optimization of Bit Allocation and Path Planning , 2016, IEEE Transactions on Vehicular Technology.

[132]  Rui Zhang,et al.  UAV-Aided Offloading for Cellular Hotspot , 2017, IEEE Transactions on Wireless Communications.

[133]  Tao Zhang,et al.  Integrating Communications and Control for UAV Systems: Opportunities and Challenges , 2018, IEEE Access.

[134]  Mohamed-Slim Alouini,et al.  Multiple UAVs as Relays: Multi-Hop Single Link Versus Multiple Dual-Hop Links , 2018, IEEE Transactions on Wireless Communications.

[135]  Mahbub Hassan,et al.  Performance Analysis of the Access Link of Drone Base Station Networks with LoS/NLoS Transmissions , 2018, INISCOM.

[136]  Tao Chen,et al.  An improved multiple UAVs cooperative flight algorithm based on Leader Follower strategy , 2018, 2018 Chinese Control And Decision Conference (CCDC).

[137]  Zihuai Lin,et al.  Performance analysis of uplink massive MIMO networks with a finite user density , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[138]  Walid Saad,et al.  A Tutorial on UAVs for Wireless Networks: Applications, Challenges, and Open Problems , 2018, IEEE Communications Surveys & Tutorials.

[139]  Emil Björnson,et al.  The Essential Guide to Realizing 5G-Connected UAVs with Massive MIMO , 2018, IEEE Communications Magazine.

[140]  Ming Ding,et al.  Optimal Base Station Antenna Downtilt in Downlink Cellular Networks , 2018, IEEE Transactions on Wireless Communications.

[141]  Bin Jiang,et al.  Multimedia Data Throughput Maximization in Internet-of-Things System Based on Optimization of Cache-Enabled UAV , 2019, IEEE Internet of Things Journal.

[142]  Branka Vucetic,et al.  Localized Small Cell Caching: A Machine Learning Approach Based on Rating Data , 2019, IEEE Transactions on Communications.

[143]  Isabelle Fantoni,et al.  UAVs that fly forever: Uninterrupted structural inspection through automatic UAV replacement , 2017, Ad Hoc Networks.

[144]  Nicola Marchetti,et al.  5G Massive MIMO Architectures: Self-Backhauled Small Cells Versus Direct Access , 2019, IEEE Transactions on Vehicular Technology.

[145]  Shuowen Zhang,et al.  Cellular-Enabled UAV Communication: A Connectivity-Constrained Trajectory Optimization Perspective , 2018, IEEE Transactions on Communications.