Applications of blockchain in unmanned aerial vehicles: A review

Abstract The recent advancement in Unmanned Aerial Vehicles (UAVs) in terms of manufacturing processes, and communication and networking technology has led to a rise in their usage in civilian and commercial applications. The regulations of the Federal Aviation Administration (FAA) in the US had earlier limited the usage of UAVs to military applications. However more recently, the FAA has outlined new enforcement that will also expand the usage of UAVs in civilian and commercial applications. Due to being deployed in open atmosphere, UAVs are vulnerable to being lost, destroyed or physically hijacked. With the UAV technology becoming ubiquitous, various issues in UAV networks such as intra-UAV communication, UAV security, air data security, data storage and management, etc. need to be addressed. Blockchain being a distributed ledger protects the shared data using cryptography techniques such as hash functions and public key encryption. It can also be used for assuring the truthfulness of the information stored and for improving the security and transparency of the UAVs. In this paper, we review various applications of blockchain in UAV networks such as network security, decentralized storage, inventory management, surveillance, etc., and discuss some broader perspectives in this regard. We also discuss various challenges to be addressed in the integration of blockchain and UAVs and suggest some future research directions.

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

[2]  Seng W. Loke,et al.  Enabling Drone Services: Drone Crowdsourcing and Drone Scripting , 2019, IEEE Access.

[3]  Muttukrishnan Rajarajan,et al.  Security in networks of unmanned aerial vehicles for surveillance with an agent-based approach inspired by the principles of blockchain , 2019, Ad Hoc Networks.

[4]  Halim Yanikomeroglu,et al.  The New Frontier in RAN Heterogeneity: Multi-Tier Drone-Cells , 2016, IEEE Communications Magazine.

[5]  Vinay Chamola,et al.  Blockchain in Smart Grids: A Review on Different Use Cases , 2019, Sensors.

[6]  Jong Hyuk Park,et al.  Blockchain Security in Cloud Computing: Use Cases, Challenges, and Solutions , 2017, Symmetry.

[7]  Vikas Hassija,et al.  A Blockchain-based Framework for Drone-Mounted Base Stations in Tactile Internet Environment , 2020, IEEE INFOCOM 2020 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[8]  Richard Schiffman,et al.  Wildlife conservation. Drones flying high as new tool for field biologists. , 2014, Science.

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

[10]  Biplab Sikdar,et al.  A Survey on IoT Security: Application Areas, Security Threats, and Solution Architectures , 2019, IEEE Access.

[11]  Robert H. Deng,et al.  Outsourcing Service Fair Payment Based on Blockchain and Its Applications in Cloud Computing , 2018, IEEE Transactions on Services Computing.

[12]  Vinay Chamola,et al.  RAMA: Real-Time Automobile Mutual Authentication Protocol Using PUF , 2020, 2020 International Conference on Information Networking (ICOIN).

[13]  Stefania Matteoli,et al.  Smart farming: Opportunities, challenges and technology enablers , 2018, 2018 IoT Vertical and Topical Summit on Agriculture - Tuscany (IOT Tuscany).

[14]  Arshdeep Bahga,et al.  Blockchain Platform for Industrial Internet of Things , 2016 .

[15]  Nallapaneni Manoj Kumar,et al.  Blockchain technology for security issues and challenges in IoT , 2018 .

[16]  Nirwan Ansari,et al.  A Framework for 5G Networks with In-Band Full-Duplex Enabled Drone-Mounted Base-Stations , 2019, IEEE Wireless Communications.

[17]  May El Barachi,et al.  Mobile Phone Sensing as a Service: Business Model and Use Cases , 2013, 2013 Seventh International Conference on Next Generation Mobile Apps, Services and Technologies.

[18]  Mohammed Atiquzzaman,et al.  Energy efficient device discovery for reliable communication in 5G-based IoT and BSNs using unmanned aerial vehicles , 2017, J. Netw. Comput. Appl..

[19]  F. Richard Yu,et al.  Integrated Blockchain and Edge Computing Systems: A Survey, Some Research Issues and Challenges , 2019, IEEE Communications Surveys & Tutorials.

[20]  Praveen Gauravaram,et al.  Blockchain for IoT security and privacy: The case study of a smart home , 2017, 2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops).

[21]  Arkady B. Zaslavsky,et al.  Sensing as a service model for smart cities supported by Internet of Things , 2013, Trans. Emerg. Telecommun. Technol..

[22]  S. Gourisetti,et al.  Blockchain for smart grid resilience: Exchanging distributed energy at speed, scale and security , 2017, 2017 Resilience Week (RWS).

[23]  Walid Saad,et al.  Mobile Unmanned Aerial Vehicles (UAVs) for Energy-Efficient Internet of Things Communications , 2017, IEEE Transactions on Wireless Communications.

[24]  Bin Li,et al.  Application of block chain in multi-level demand response reliable mechanism , 2017, 2017 3rd International Conference on Information Management (ICIM).

[25]  Alexandru Stanciu,et al.  Blockchain Based Distributed Control System for Edge Computing , 2017, 2017 21st International Conference on Control Systems and Computer Science (CSCS).

[26]  Aleksandr Kapitonov,et al.  Blockchain-based protocol of autonomous business activity for multi-agent systems consisting of UAVs , 2017, 2017 Workshop on Research, Education and Development of Unmanned Aerial Systems (RED-UAS).

[27]  Troy Lee,et al.  Quantum Attacks on Bitcoin, and How to Protect Against Them , 2017, Ledger.

[28]  Vikas Hassija,et al.  Police FIR Registration and Tracking Using Consortium Blockchain , 2020 .

[29]  Yun Peng,et al.  Design of Network Media’s Digital Rights Management Scheme Based on Blockchain Technology , 2017, 2017 IEEE 13th International Symposium on Autonomous Decentralized System (ISADS).

[30]  Melanie Swan,et al.  Blockchain Thinking : The Brain as a Decentralized Autonomous Corporation [Commentary] , 2015, IEEE Technol. Soc. Mag..

[31]  Aleksey K. Fedorov,et al.  Quantum computers put blockchain security at risk , 2018, Nature.

[32]  Young-Sik Jeong,et al.  Secure Authentication-Management human-centric Scheme for trusting personal resource information on mobile cloud computing with blockchain , 2018, Human-centric Computing and Information Sciences.

[33]  Keke Gai,et al.  Blockchain-Enabled Reengineering of Cloud Datacenters , 2018, IEEE Cloud Computing.

[34]  Francisco Cristóvão Lourenço de Melo,et al.  High-Altitude Platforms — Present Situation and Technology Trends , 2016 .

[35]  Tinku Mohamed Rasheed,et al.  Rapidly Deployable Network for Tactical Applications: Aerial Base Station with Opportunistic Links for Unattended and Temporary Events ABSOLUTE Example , 2013, MILCOM 2013 - 2013 IEEE Military Communications Conference.

[36]  Zibin Zheng,et al.  An Overview of Blockchain Technology: Architecture, Consensus, and Future Trends , 2017, 2017 IEEE International Congress on Big Data (BigData Congress).

[37]  Oscar Novo,et al.  Blockchain Meets IoT: An Architecture for Scalable Access Management in IoT , 2018, IEEE Internet of Things Journal.

[38]  Roberto Baldoni,et al.  Blockchain-Based Database to Ensure Data Integrity in Cloud Computing Environments , 2017, ITASEC.

[39]  Kem Z. K. Zhang,et al.  Blockchain-based sharing services: What blockchain technology can contribute to smart cities , 2016, Financial Innovation.

[40]  Petar Popovski,et al.  Analysis of the Communication Traffic for Blockchain Synchronization of IoT Devices , 2017, 2018 IEEE International Conference on Communications (ICC).

[41]  Nirwan Ansari,et al.  Latency Aware Drone Base Station Placement in Heterogeneous Networks , 2017, GLOBECOM 2017 - 2017 IEEE Global Communications Conference.

[42]  Salil S. Kanhere,et al.  Towards an Optimized BlockChain for IoT , 2017, 2017 IEEE/ACM Second International Conference on Internet-of-Things Design and Implementation (IoTDI).

[43]  Somdip Dey,et al.  Securing Majority-Attack in Blockchain Using Machine Learning and Algorithmic Game Theory: A Proof of Work , 2018, 2018 10th Computer Science and Electronic Engineering (CEEC).

[44]  Rob Jansen,et al.  A TorPath to TorCoin: Proof-of-Bandwidth Altcoins for Compensating Relays , 2014 .

[45]  Mahadev Satyanarayanan,et al.  The Emergence of Edge Computing , 2017, Computer.

[46]  Sherali Zeadally,et al.  Blockchain for Internet of Energy management: Review, solutions, and challenges , 2020, Comput. Commun..

[47]  Martin White,et al.  Internet of Things, Blockchain and Shared Economy Applications , 2016, EUSPN/ICTH.

[48]  Albert Y. Zomaya,et al.  Blockchain for smart communities: Applications, challenges and opportunities , 2019, J. Netw. Comput. Appl..

[49]  Reg Austin,et al.  Unmanned Aircraft Systems: Uavs Design, Development and Deployment , 2010 .

[50]  Manuel Díaz,et al.  On blockchain and its integration with IoT. Challenges and opportunities , 2018, Future Gener. Comput. Syst..

[51]  Xiaofeng Chen,et al.  Blockchain-based publicly verifiable data deletion scheme for cloud storage , 2018, J. Netw. Comput. Appl..

[52]  Pascal Lorenz,et al.  Routing in Flying Ad Hoc Networks: Survey, Constraints, and Future Challenge Perspectives , 2019, IEEE Access.

[53]  Praveen Gauravaram,et al.  LSB: A Lightweight Scalable BlockChain for IoT Security and Privacy , 2017, ArXiv.

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

[55]  Yue Zhang,et al.  DeepChain: Auditable and Privacy-Preserving Deep Learning with Blockchain-Based Incentive , 2019, IEEE Transactions on Dependable and Secure Computing.

[56]  S. Thiel,et al.  Co-operative robot teams in a hospital environment , 2009, 2009 IEEE International Conference on Intelligent Computing and Intelligent Systems.

[57]  Nir Kshetri,et al.  Can Blockchain Strengthen the Internet of Things? , 2017, IT Professional.

[58]  Arda Yurdakul,et al.  Work-in-progress: integrating low-power IoT devices to a blockchain-based infrastructure , 2017, 2017 International Conference on Embedded Software (EMSOFT).

[59]  M. Rosenqvist,et al.  Drones may be used to save lives in out of hospital cardiac arrest due to drowning. , 2017, Resuscitation.

[60]  Hong Liu,et al.  Blockchain-Enabled Security in Electric Vehicles Cloud and Edge Computing , 2018, IEEE Network.

[61]  Georg Fuchsbauer,et al.  SpaceMint: A Cryptocurrency Based on Proofs of Space , 2018, ERCIM News.

[62]  Somdip Dey,et al.  A Proof of Work: Securing Majority-Attack in Blockchain Using Machine Learning and Algorithmic Game Theory , 2018, International Journal of Wireless and Microwave Technologies.

[63]  Kun Wang,et al.  Intelligent Resource Management in Blockchain-Based Cloud Datacenters , 2018, IEEE Cloud Computing.

[64]  Qian He,et al.  Blockchain and Deep Reinforcement Learning Empowered Intelligent 5G Beyond , 2019, IEEE Network.

[65]  Roberto Sabatini,et al.  UAVs Assisted Delay Optimization in Heterogeneous Wireless Networks , 2016, IEEE Communications Letters.

[66]  Victor I. Chang,et al.  A Proposed Solution and Future Direction for Blockchain-Based Heterogeneous Medicare Data in Cloud Environment , 2018, Journal of Medical Systems.

[67]  Vikas Hassija,et al.  Scheduling drone charging for multi-drone network based on consensus time-stamp and game theory , 2020, Comput. Commun..

[68]  Christian Wietfeld,et al.  Interference Aware Positioning of Aerial Relays for Cell Overload and Outage Compensation , 2012, 2012 IEEE Vehicular Technology Conference (VTC Fall).

[69]  Mahbub Hassan,et al.  Survey on UAV Cellular Communications: Practical Aspects, Standardization Advancements, Regulation, and Security Challenges , 2018, IEEE Communications Surveys & Tutorials.

[70]  Sven Helmer,et al.  A Decision Framework for Blockchain Platforms for IoT and Edge Computing , 2018, IoTBDS.

[71]  Kazuki Ikeda,et al.  Chapter Seven - Security and Privacy of Blockchain and Quantum Computation , 2018, Adv. Comput..

[72]  Khaled Salah,et al.  IoT security: Review, blockchain solutions, and open challenges , 2017, Future Gener. Comput. Syst..

[73]  Liang Zhang,et al.  Approximate Algorithms for 3-D Placement of IBFD Enabled Drone-Mounted Base Stations , 2019, IEEE Transactions on Vehicular Technology.

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

[75]  Chen-Khong Tham,et al.  Latency aware mobile task assignment and load balancing for edge cloudlets , 2017, 2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops).

[76]  Xiaojiang Du,et al.  Privacy-Preserving and Efficient Aggregation Based on Blockchain for Power Grid Communications in Smart Communities , 2018, IEEE Communications Magazine.

[77]  Borja Bordel,et al.  A Blockchain-based Water Control System for the Automatic Management of Irrigation Communities , 2019, 2019 IEEE International Conference on Consumer Electronics (ICCE).

[78]  Ralph Deters,et al.  Blockchain as a Service for IoT , 2016, 2016 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData).

[79]  Nirwan Ansari,et al.  Towards Traffic Load Balancing in Drone-Assisted Communications for IoT , 2019, IEEE Internet of Things Journal.

[80]  Michael M. Marefat,et al.  Leveraging blockchain for retraining deep learning architecture in patient-specific arrhythmia classification , 2018, 2018 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI).

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

[82]  Simon Duquennoy,et al.  Towards Blockchain-based Auditable Storage and Sharing of IoT Data , 2017, CCSW.

[83]  Kim-Kwang Raymond Choo,et al.  Blockchain in healthcare applications: Research challenges and opportunities , 2019, J. Netw. Comput. Appl..

[84]  Shashank Tamaskar,et al.  UAV Traffic Information Exchange Network , 2018, 2018 Aviation Technology, Integration, and Operations Conference.

[85]  Robert H. Deng,et al.  Blockchain based efficient and robust fair payment for outsourcing services in cloud computing , 2018, Inf. Sci..

[86]  Elaine Shi,et al.  Permacoin: Repurposing Bitcoin Work for Data Preservation , 2014, 2014 IEEE Symposium on Security and Privacy.

[87]  Zhu Han,et al.  When Mobile Blockchain Meets Edge Computing , 2017, IEEE Communications Magazine.

[88]  Kung Chen,et al.  On design issues and architectural styles for blockchain-driven IoT services , 2017, 2017 IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW).

[89]  Timothy W. McLain,et al.  Small Unmanned Aircraft: Theory and Practice , 2012 .

[90]  Borja Bordel,et al.  A Blockchain-Based Authorization System for Trustworthy Resource Monitoring and Trading in Smart Communities , 2018, Sensors.

[91]  Melanie Swan,et al.  Smart Network Field Theory: The Technophysics of Blockchain and Deep Learning , 2018, 1810.09514.

[92]  Jingjing Yao,et al.  QoS-Aware Power Control in Internet of Drones for Data Collection Service , 2019, IEEE Transactions on Vehicular Technology.

[93]  Biplab Sikdar,et al.  BlockCom: A Blockchain Based Commerce Model for Smart Communities using Auction Mechanism , 2019, 2019 IEEE International Conference on Communications Workshops (ICC Workshops).

[94]  Long Chen,et al.  Block-secure: Blockchain based scheme for secure P2P cloud storage , 2018, Inf. Sci..

[95]  Qichao Zhang,et al.  Securing ICN-Based UAV Ad Hoc Networks with Blockchain , 2019, IEEE Communications Magazine.

[96]  Tiago M. Fernández-Caramés,et al.  A Review on Human-Centered IoT-Connected Smart Labels for the Industry 4.0 , 2018, IEEE Access.

[97]  O. V. Solomentsev,et al.  UAV operation system designing , 2015, 2015 IEEE International Conference Actual Problems of Unmanned Aerial Vehicles Developments (APUAVD).

[98]  Enrico Natalizio,et al.  Filming Sport Events with Mobile Camera Drones: Mathematical Modeling and Algorithms , 2012 .

[99]  Mohsen Guizani,et al.  A Blockchain-Based Non-Invasive Cyber-Physical Occupational Therapy Framework: BCI Perspective , 2019, IEEE Access.

[100]  Marko Vukolic,et al.  Blockchain Consensus Protocols in the Wild , 2017, DISC.

[101]  Elaine Shi,et al.  Hawk: The Blockchain Model of Cryptography and Privacy-Preserving Smart Contracts , 2016, 2016 IEEE Symposium on Security and Privacy (SP).

[102]  Elgar Fleisch,et al.  When Money Learns to Fly: Towards Sensing as a Service Applications Using Bitcoin , 2014, ArXiv.

[103]  Jiangtao Wen,et al.  The IoT electric business model: Using blockchain technology for the internet of things , 2016, Peer-to-Peer Networking and Applications.

[104]  Kim-Kwang Raymond Choo,et al.  Blockchain: A Panacea for Healthcare Cloud-Based Data Security and Privacy? , 2018, IEEE Cloud Computing.

[105]  Neeraj Kumar,et al.  CB-CAS: Certificate-Based Efficient Signature Scheme With Compact Aggregation for Industrial Internet of Things Environment , 2020, IEEE Internet of Things Journal.

[106]  Ali Vatankhah Barenji,et al.  Toward a blockchain cloud manufacturing system as a peer to peer distributed network platform , 2018, Robotics and Computer-Integrated Manufacturing.

[107]  Miguel Oom Temudo de Castro,et al.  Practical Byzantine fault tolerance , 1999, OSDI '99.

[108]  Bharadwaj Rao,et al.  The societal impact of commercial drones , 2016 .

[109]  Eduardo Castelló Ferrer The blockchain: a new framework for robotic swarm systems , 2016, Proceedings of the Future Technologies Conference (FTC) 2018.

[110]  Liming Zhu,et al.  Blockchain Based Data Integrity Service Framework for IoT Data , 2017, 2017 IEEE International Conference on Web Services (ICWS).

[111]  F. Richard Yu,et al.  A Survey of Blockchain Technology Applied to Smart Cities: Research Issues and Challenges , 2019, IEEE Communications Surveys & Tutorials.

[112]  Donald H Jenkins,et al.  Use of unmanned aerial vehicles for medical product transport. , 2015, Air medical journal.

[113]  Keke Gai,et al.  Controllable and trustworthy blockchain-based cloud data management , 2019, Future Gener. Comput. Syst..

[114]  Christof Weinhardt,et al.  A blockchain-based smart grid: towards sustainable local energy markets , 2017, Computer Science - Research and Development.

[115]  Shengli Xie,et al.  Blockchain for Secure and Efficient Data Sharing in Vehicular Edge Computing and Networks , 2019, IEEE Internet of Things Journal.

[116]  Guangjie Han,et al.  Distributed Parameter Estimation for Mobile Wireless Sensor Network Based on Cloud Computing in Battlefield Surveillance System , 2015, IEEE Access.

[117]  Nirwan Ansari,et al.  An optimal delay aware task assignment scheme for wireless SDN networked edge cloudlets , 2020, Future Gener. Comput. Syst..

[118]  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).

[119]  Gang Chen,et al.  Untangling Blockchain: A Data Processing View of Blockchain Systems , 2017, IEEE Transactions on Knowledge and Data Engineering.

[120]  Zhu Han,et al.  Cloud/Fog Computing Resource Management and Pricing for Blockchain Networks , 2017, IEEE Internet of Things Journal.

[121]  David Schwartz,et al.  The Ripple Protocol Consensus Algorithm , 2014 .

[122]  Haipeng Yao,et al.  Blockchain-Based Software-Defined Industrial Internet of Things: A Dueling Deep ${Q}$ -Learning Approach , 2019, IEEE Internet of Things Journal.

[123]  Ralph Deters,et al.  Hosting Virtual IoT Resources on Edge-Hosts with Blockchain , 2016, 2016 IEEE International Conference on Computer and Information Technology (CIT).

[124]  Walid Saad,et al.  Drone Small Cells in the Clouds: Design, Deployment and Performance Analysis , 2014, 2015 IEEE Global Communications Conference (GLOBECOM).

[125]  Tiago M. Fernández-Caramés,et al.  A UAV and Blockchain-Based System for Industry 4.0 Inventory and Traceability Applications , 2018, Proceedings.

[126]  Sachin Shetty,et al.  CloudPoS: A Proof-of-Stake Consensus Design for Blockchain Integrated Cloud , 2018, 2018 IEEE 11th International Conference on Cloud Computing (CLOUD).

[127]  Tiago M. Fernández-Caramés,et al.  Towards the Internet of Smart Trains: A Review on Industrial IoT-Connected Railways , 2017, Sensors.

[128]  Antonio Puliafito,et al.  Blockchain and IoT Integration: A Systematic Survey , 2018, Sensors.

[129]  Fei-Yue Wang,et al.  Towards blockchain-based intelligent transportation systems , 2016, 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).

[130]  Lucila Ohno-Machado,et al.  ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks , 2018, ArXiv.

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

[132]  Nabil Bouzerna,et al.  Towards Better Availability and Accountability for IoT Updates by Means of a Blockchain , 2017, 2017 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW).

[133]  Sunny King,et al.  PPCoin: Peer-to-Peer Crypto-Currency with Proof-of-Stake , 2012 .

[134]  Bilal Muhammad Khan,et al.  Flying Ad-Hoc Networks: Technological and Social Implications , 2016, IEEE Technology and Society Magazine.

[135]  Dennis Miller,et al.  Blockchain and the Internet of Things in the Industrial Sector , 2018, IT Professional.

[136]  Vikas Hassija,et al.  A mobile data offloading framework based on a combination of blockchain and virtual voting , 2020, Software, Practice & Experience.

[137]  Dushantha Nalin K. Jayakody,et al.  Neural-Blockchain-Based Ultrareliable Caching for Edge-Enabled UAV Networks , 2019, IEEE Transactions on Industrial Informatics.

[138]  Bernhard Rinner,et al.  Drone networks: Communications, coordination, and sensing , 2018, Ad Hoc Networks.

[139]  Cong Wang,et al.  Searching an Encrypted Cloud Meets Blockchain: A Decentralized, Reliable and Fair Realization , 2018, IEEE INFOCOM 2018 - IEEE Conference on Computer Communications.

[140]  Ahmed Banafa,et al.  IoT and Blockchain Convergence: Benefits and Challenges , 2017 .

[141]  Jichai Jeong,et al.  Protection of EEG Data using Blockchain Platform , 2019, 2019 7th International Winter Conference on Brain-Computer Interface (BCI).

[142]  Ying Sun,et al.  A Secure Cryptocurrency Scheme Based on Post-Quantum Blockchain , 2018, IEEE Access.

[143]  Kai-Kit Wong,et al.  Blockchain-Empowered Decentralized Storage in Air-to-Ground Industrial Networks , 2019, IEEE Transactions on Industrial Informatics.

[144]  Biplab Sikdar,et al.  Consumer IoT: Security Vulnerability Case Studies and Solutions , 2020, IEEE Consumer Electronics Magazine.

[145]  My T. Thai,et al.  AI and Blockchain: A Disruptive Integration , 2018, Computer.

[146]  Yanhua Zhang,et al.  Virtualization for Distributed Ledger Technology (vDLT) , 2018, IEEE Access.

[147]  Nirwan Ansari,et al.  Placing Multiple Drone Base Stations in Hotspots , 2018, 2018 IEEE 39th Sarnoff Symposium.

[148]  Jun Lin,et al.  Using Blockchain Technology to Build Trust in Sharing LoRaWAN IoT , 2017, ICCSE'17.

[149]  Mohammed Atiquzzaman,et al.  Bandwidth-adaptive partitioning for distributed execution optimization of mobile applications , 2014, J. Netw. Comput. Appl..

[150]  T. V. Lakshman,et al.  Efficient decentralized consensus protocols , 1986, IEEE Transactions on Software Engineering.

[151]  Mauro Conti,et al.  A New Secure Data Dissemination Model in Internet of Drones , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[152]  Mohammed Atiquzzaman,et al.  Partitioning and offloading in smart mobile devices for mobile cloud computing: State of the art and future directions , 2018, J. Netw. Comput. Appl..

[153]  Ioannis Chatzigiannakis,et al.  The role of blockchain and IoT in recruiting participants for digital clinical trials , 2017, 2017 25th International Conference on Software, Telecommunications and Computer Networks (SoftCOM).

[154]  Hamad Karki,et al.  Autonomous tracking and navigation controller for an unmanned aerial vehicle based on visual data for inspection of oil and gas pipelines , 2016, 2016 16th International Conference on Control, Automation and Systems (ICCAS).

[155]  Pin Lv,et al.  BeeKeeper: A Blockchain-Based IoT System With Secure Storage and Homomorphic Computation , 2018, IEEE Access.

[156]  Kim-Kwang Raymond Choo,et al.  Blockchain Applications for Industry 4.0 and Industrial IoT: A Review , 2019, IEEE Access.

[157]  Ilsun You,et al.  Socializing Drones for Inter-Service Operability in Ultra-Dense Wireless Networks using Blockchain , 2017, MIST@CCS.

[158]  Dusit Niyato,et al.  Optimal Auction for Edge Computing Resource Management in Mobile Blockchain Networks: A Deep Learning Approach , 2017, 2018 IEEE International Conference on Communications (ICC).

[159]  Ning Zhang,et al.  A Secure Charging Scheme for Electric Vehicles With Smart Communities in Energy Blockchain , 2019, IEEE Internet of Things Journal.

[160]  Sachin Shetty,et al.  ProvChain: A Blockchain-Based Data Provenance Architecture in Cloud Environment with Enhanced Privacy and Availability , 2017, 2017 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID).

[161]  Fang-Yie Leu,et al.  Secure and efficient protocol for fast handover in 5G mobile Xhaul networks , 2018, J. Netw. Comput. Appl..

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

[163]  Byung-Seo Kim,et al.  The Internet of Things: A Review of Enabled Technologies and Future Challenges , 2019, IEEE Access.

[164]  Dushantha Nalin K. Jayakody,et al.  A Blockchain-Based Framework for Lightweight Data Sharing and Energy Trading in V2G Network , 2020, IEEE Transactions on Vehicular Technology.

[165]  Stéphane Galland,et al.  Explainable Multi-Agent Systems Through Blockchain Technology , 2019, EXTRAAMAS@AAMAS.

[166]  Karl N. Levitt,et al.  Privacy-preserving coordination for smart communities , 2016, 2016 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).

[167]  Douglas C. Schmidt,et al.  PlaTIBART: a platform for transactive IoT blockchain applications with repeatable testing , 2017, M4IoT '17.

[168]  PRADIP KUMAR SHARMA,et al.  A Software Defined Fog Node Based Distributed Blockchain Cloud Architecture for IoT , 2018, IEEE Access.

[169]  Horst Bischof,et al.  Building with drones: Accurate 3D facade reconstruction using MAVs , 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

[170]  Pei Li,et al.  A potential game approach to multiple UAV cooperative search and surveillance , 2017 .

[171]  Neeraj Kumar,et al.  PARTH: A two-stage lightweight mutual authentication protocol for UAV surveillance networks , 2020, Comput. Commun..

[172]  Sven Behnke,et al.  Fast Autonomous Flight in Warehouses for Inventory Applications , 2018, IEEE Robotics and Automation Letters.

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

[174]  Alexander Kuzmin,et al.  Blockchain-base structures for a secure and operate network of semi-autonomous Unmanned Aerial Vehicles , 2018, 2018 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI).

[175]  George J. Vachtsevanos,et al.  Handbook of Unmanned Aerial Vehicles , 2014 .

[176]  Tiago M. Fernández-Caramés,et al.  A Fog Computing and Cloudlet Based Augmented Reality System for the Industry 4.0 Shipyard , 2018, Sensors.

[177]  Hao Wang,et al.  Secure Cloud-Based EHR System Using Attribute-Based Cryptosystem and Blockchain , 2018, Journal of Medical Systems.

[178]  Wei Ni,et al.  Blockchain's adoption in IoT: The challenges, and a way forward , 2019, J. Netw. Comput. Appl..

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

[180]  Seng Wai Loke,et al.  Drone services: issues in drones for location-based services from human-drone interaction to information processing , 2019, J. Locat. Based Serv..

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

[182]  Ahmet M. Kondoz,et al.  Privacy-preserving blockchain based IoT ecosystem using attribute-based encryption , 2017, 2017 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS).

[183]  Salil S. Kanhere,et al.  Blockchain in internet of things: Challenges and Solutions , 2016, ArXiv.

[184]  Mohsen Guizani,et al.  DAGIoV: A Framework for Vehicle to Vehicle Communication Using Directed Acyclic Graph and Game Theory , 2020, IEEE Transactions on Vehicular Technology.

[185]  Rui-Yang Chen,et al.  A traceability chain algorithm for artificial neural networks using T-S fuzzy cognitive maps in blockchain , 2018, Future Gener. Comput. Syst..

[186]  Yanxin Zhang,et al.  A decentralized solution for IoT data trusted exchange based-on blockchain , 2017, 2017 3rd IEEE International Conference on Computer and Communications (ICCC).

[187]  Soohyung Kim,et al.  Managing IoT devices using blockchain platform , 2017, 2017 19th International Conference on Advanced Communication Technology (ICACT).

[188]  Rajkumar Buyya,et al.  Industrial Internet of Things (IIoT) Applications of Edge and Fog Computing: A Review and Future Directions , 2019, Fog/Edge Computing For Security, Privacy, and Applications.

[189]  Mohammed Atiquzzaman,et al.  Hybrid-Vehcloud: An Obstacle Shadowing Approach for VANETs in Urban Environment , 2018, 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall).

[190]  Abdellah Ait Ouahman,et al.  Towards a Novel Privacy-Preserving Access Control Model Based on Blockchain Technology in IoT , 2017 .

[191]  Seng Wai Loke,et al.  Virtual Space Boxes and Drone-as-Reference-Station Localisation for Drone Services: an Approach Based on Signal Strengths , 2016, DroNet@MobiSys.

[192]  Marcel Antal,et al.  Blockchain Based Decentralized Management of Demand Response Programs in Smart Energy Grids , 2018, Sensors.

[193]  Jong Hyuk Park,et al.  Block-VN: A Distributed Blockchain Based Vehicular Network Architecture in Smart City , 2017, J. Inf. Process. Syst..