A comprehensive review of blockchain applications in industrial Internet of Things and supply chain systems
Nida Malik
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Search for more papers by this authorKhalid Alkhatib
Computer Information Systems Department, Jordan University of Science and Technology, Irbid, Jordan
Search for more papers by this authorYufei Sun
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Search for more papers by this authorElijah Knight
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Search for more papers by this authorCorresponding Author
Yaser Jararweh
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Correspondence Yaser Jararweh, Computer Science Department, Duquesne University, Pittsburgh, PA, USA.
Email: [email protected]
Search for more papers by this authorNida Malik
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Search for more papers by this authorKhalid Alkhatib
Computer Information Systems Department, Jordan University of Science and Technology, Irbid, Jordan
Search for more papers by this authorYufei Sun
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Search for more papers by this authorElijah Knight
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Search for more papers by this authorCorresponding Author
Yaser Jararweh
Department of Mathematics and Computer Science, Duquesne University, Pittsburgh, Pennsylvania, USA
Correspondence Yaser Jararweh, Computer Science Department, Duquesne University, Pittsburgh, PA, USA.
Email: [email protected]
Search for more papers by this authorAbstract
The industrial Internet of Things (IIoT) and supply chain systems have become one of the most important technologies to positively impact our daily life activities. Blockchain technology has recently gained popularity and it is increasingly being employed in a large number of applications and industries. The use cases for blockchain are growing rapidly in different fields and domains. Combining blockchain into IIoT and in our supply chain logistics could provide many solutions to the critical issues that current systems face today. Blockchain features such as immutability, decentralization, and data encryption are useful in solving the shortcomings of IIoT and the current supply chain systems security and integrity. This article presents a comprehensive review of blockchain applications in IIoT and supply chain systems. This article also focuses on the security aspects of blockchain integration within industry applications with the support of the emerging edge computing technology.
REFERENCES
- 1Zhao Q, chen S, Liu Z, Baker T, Zhang Y. Blockchain-based privacy-preserving remote data integrity checking scheme for IoT information systems. Inf Process Manag. 2020; 57(6): 102355.
- 2Baniata H, Anaqreh A, Kertesz A. PF-BTS: a privacy-aware fog-enhanced blockchain-assisted task scheduling. Inf Process Manag. 2021; 58(1): 102393. https://doi.org/10.1016/j.ipm.2020.102393.
- 3Minoli D, Occhiogrosso B. Blockchain mechanisms for IoT security. IoT. 2018; 1-2: 1-13. https://doi.org/10.1016/j.iot.2018.05.002.
- 4Lin J, Shen Z, Miao C, Liu S. Using blockchain to build trusted LoRaWAN sharing server. In J Crowd Science. 2017; 1: 270-280. https://doi.org/10.1108/IJCS-08-2017-0010.
10.1108/IJCS-08-2017-0010 Google Scholar
- 5Tseng L, Yao X, Otoum S, Aloqaily M, Jararweh Y. Blockchain-based database in an IoT environment: challenges, opportunities, and analysis. Clust Comput. 2020; 23(3): 2151-2165.
- 6Tseng L, Wong L, Otoum S, Aloqaily M, Othman JB. Blockchain for managing heterogeneous Internet of Things: a perspective architecture. IEEE Netw. 2020; 34(1): 16-23.
- 7Bouachir O, Aloqaily M, Tesng L, Boukerche A. Blockchain and fog computing for cyber-physical systems: case of smart industry; 2020. arXiv preprint arXiv:2005.12834.
- 8Al-Zinati M, Almasri T, Alsmirat M, Jararweh Y. Enabling multiple health security threats detection using mobile edge computing. Simul Model Pract Theory. 2020; 101: 101957.
- 9Tan L, Xiao H, Yu K, Aloqaily M, Jararweh Y. A blockchain-empowered crowdsourcing system for 5G-enabled smart cities. Comput Stand Interfaces. 2021; 76: 103517. https://doi.org/10.1016/j.csi.2021.103517.
- 10 Posner J, Tseng L, Aloqaily M, Jararweh Y. Federated learning in vehicular networks: opportunities and solutions. IEEE Netw. 2021; 1-8. https://doi.org/10.1109/MNET.011.2000430.
- 11Oham C, Michelin RA, Jurdak R, Kanhere SS, Jha S. B-FERL: blockchain based framework for securing smart vehicles. Inf Process Manag. 2021; 58(1): 102426.
- 12Berdik D, Otoum S, Schmidt N, Porter D, Jararweh Y. A survey on blockchain for information systems management and security. Inf Process Manag. 2021; 58(1): 102397.
- 13Putz B, Dietz M, Empl P, Pernul G. EtherTwin: blockchain-based secure digital twin information management. Inf Process Manag. 2021; 58(1): 102425.
- 14Alfandi O, Otoum S, Jararweh Y. Blockchain solution for IoT-based critical infrastructures: byzantine fault tolerance. Paper presented at: Proceedings of the NOMS 2020-2020 IEEE/IFIP Network Operations and Management Symposium, Budapest, Hungary; 2020:1-4.
- 15Singh M, Singh A, Kim S. Blockchain: a game changer for securing IoT data. Paper presented at: Proceedings of the 2018 IEEE 4th World Forum on Internet of Things (WF-IoT), Singapore; 2018:51-55.
- 16Kshetri N. Can blockchain strengthen the Internet of Things? IT Professional. 2017; 19(4): 68-72.
- 17Tang B, Kang H, Fan J, Li Q, Sandhu R. IoT passport: a blockchain-based trust framework for collaborative Internet-of-Things. Paper presented at: Proceedings of the 24th ACM Symposium on Access Control Models and Technologies, Association for Computing Machinery; 2019:83-92; New York, NY.
- 18Qian Y, Jiang Y, Chen J, et al. Towards decentralized IoT security enhancement: a blockchain approach. Comput Electr Eng. 2018; 72: 266-273. https://doi.org/10.1016/j.compeleceng.2018.08.021.
- 19 Singh SK, Rathore S, Park JH. BlockIoTIntelligence: a blockchain-enabled intelligent IoT architecture with artificial intelligence. Futur Gener Comput Syst. 2019; 110: 721-743. https://doi.org/10.1016/j.future.2019.09.002.
- 20 Ali F, Bouachir O, Ozkasap O, Aloqaily M. SynergyChain: blockchain-assisted adaptive cyberphysical P2P energy trading. IEEE Trans Ind Inform. 2020; 1-1. https://doi.org/10.1109/TII.2020.3046744.
- 21Ouaddah A, Abou EA, Ait Ouahman A. FairAccess: a new blockchain-based access control framework for the Internet of Things. Secur Commun Netw. 2016; 9(18): 5943-5964. https://doi.org/10.1002/sec.1748.
- 22Ouaddah A, Elkalam AA, Ouahman AA. Harnessing the power of blockchain technology to solve IoT security & privacy issues. Paper presented at: Proceedings of the Second International Conference on Internet of Things, Data and Cloud ComputingAssociation for Computing Machinery; 2017; New York, NY.
- 23Tariq N, Asim M, Al-Obeidat F, et al. The security of big data in fog-enabled IoT applications including blockchain: a survey. Sensors. 2019; 19: 1788. https://doi.org/10.3390/s19081788.
- 24Li D, Peng W, Deng W, Gai F. A blockchain-based authentication and security mechanism for IoT. Paper presented at: Proceedings of the 2018 27th International Conference on Computer Communication and Networks (ICCCN); 2018:1-6.
- 25Moinet A, Darties B, Baril JL. Blockchain based trust & authentication for decentralized sensor networks; 2017. ArXiv:abs/1706.01730.
- 26Alphand O, Amoretti M, Claeys T, et al. IoTChain: a blockchain security architecture for the Internet of Things. Paper presented at: Proceedings of the 2018 IEEE Wireless Communications and Networking Conference (WCNC), Barcelona, Spain; 2018:1-6.
- 27Buccafurri F, Lax G, Nicolazzo S, Nocera A. Overcoming limits of blockchain for IoT applications. Paper presented at: Proceedings of the 12th International Conference on Availability, Reliability and Security Association for Computing Machinery, New York, NY; 2017; New York, NY.
- 28Li X, Jiang P, Chen T, Luo X, Wen Q. A survey on the security of blockchain systems; 2018, arXiv e-prints. arXiv:1802.06993.
- 29Dasaklis TK, Casino F, Patsakis C. Defining granularity levels for supply chain traceability based on IoT and blockchain. Paper presented at: Proceedings of the International Conference on Omni-Layer Intelligent Systems; 2019:184–190.
- 30 Kim HM, Laskowski M. Agriculture on the blockchain: Sustainable solutions for food, farmers, and financing. Supply Chain Revolut Barrow Books. 2018.
- 31Kamilaris A, Fonts A, Prenafeta-Bold FX. The rise of blockchain technology in agriculture and food supply chains. Trends Food Sci Technol. 2019; 91: 640-652.
- 32Patil AS, Tama BA, Park Y, Rhee K-H. A Framework for Blockchain Based Secure Smart Green House Farming. New York, NY: Springer; 2017: 1162-1167.
- 33Bermeo-Almeida O, Cardenas-Rodriguez M, Samaniego-Cobo T, Ferruzola-Gómez E, Cabezas-Cabezas R, Bazán-Vera W. Blockchain in agriculture: a systematic literature review. Paper presented at: Proceedings of the International Conference on Technologies and Innovation; 2018:44-56; Springer, New York, NY.
- 34Lee B, Lee J-H. Blockchain-based secure firmware update for embedded devices in an Internet of Things environment. J Supercomput. 2017; 73(3): 1152-1167.
- 35Khan MA, Salah K. IoT security: review, blockchain solutions, and open challenges. Futur Gener Comput Syst. 2018; 82: 395-411.
- 36 Qu C, Tao M, Zhang J, Hong X, Yuan R. Blockchain based credibility verification method for IoT entities. Secur Commun Netw. 2018; 2018: 1-11.
- 37Lin Y-P, Petway JR, Anthony J, et al. Blockchain: the evolutionary next step for ICT e-agriculture. Environments. 2017; 4(3): 50.
- 38Rabah K. Convergence of AI, IoT, big data and blockchain: a review. Lake Inst J. 2018; 1(1): 1-18.
- 39Caro MP, Ali MS, Vecchio M, Giaffreda R. Blockchain-based traceability in agri-food supply chain management: a practical implementation. Paper presented at: Proceedings of the 2018 IoT Vertical and Topical Summit on Agriculture-Tuscany (IOT Tuscany); 2018:1-4; IEEE.
- 40Mistry I, Tanwar S, Tyagi S, Kumar N. Blockchain for 5G-enabled IoT for industrial automation: a systematic review, solutions, and challenges. Mech Syst Signal Process. 2020; 135: 106382.
- 41Lin J, Shen Z, Zhang A, Chai Y. Blockchain and IoT based food traceability for smart agriculture. Paper presented at: Proceedings of the 3rd International Conference on Crowd Science and Engineering; 2018:1-6.
- 42Loukil F, Ghedira-Guegan C, Boukadi K, Benharkat AN. Towards an end-to-end IoT data privacy-preserving framework using blockchain technology. Paper presented at: Proceedings of the International Conference on Web Information Systems Engineering, Springer, New York, NY; 2018:68-78.
- 43Di Pietro R, Salleras X, Signorini M, Waisbard E. A blockchain-based trust system for the Internet of Things. Paper presented at: Proceedings of the 23nd ACM on Symposium on Access Control Models and Technologies; 2018:77-83.
- 44Heiskanen A. The technology of trust: How the Internet of Things and blockchain could usher in a new era of construction productivity. Constr Res Innovat. 2017; 8(2): 66-70.
10.1080/20450249.2017.1337349 Google Scholar
- 45Dobrovnik M, Herold DM, Fürst E, Kummer S. Blockchain for and in logistics: what to adopt and where to start. Log. 2018; 2(3): 18.
- 46Tijan E, Aksentijević S, Ivanić K, Jardas M. Blockchain technology implementation in logistics. Sustain For. 2019; 11(4): 1185.
- 47Ourad AZ, Belgacem B, Salah K. Using blockchain for IOT access control and authentication management. Paper presented at: Proceedings of the International Conference on Internet of Things; 2018:150-164; Springer, New York, NY.
- 48Panarello A, Tapas N, Merlino G, Longo F, Puliafito A. Blockchain and iot integration: a systematic survey. Sensors. 2018; 18(8): 2575.
- 49Ouaddah A, Elkalam AA, Ouahman AA. Towards a Novel Privacy-Preserving Access Control Model Based on Blockchain Technology in IoT. New York, NY: Springer; 2017: 523-533.
- 50Casado-Vara R, Prieta F, Prieto J, Corchado JM. Blockchain framework for IoT data quality via edge computing. Paper presented at: Proceedings of the 1st Workshop on Blockchain-enabled Networked Sensor Systems; 2018:19-24.
- 51Shafagh H, Burkhalter L, Hithnawi A, Duquennoy S. Towards blockchain-based auditable storage and sharing of iot data. Paper presented at: Proceedings of the 2017 on Cloud Computing Security Workshop, Dallas Texas; 2017:45-50.
- 52Malviya H. How Blockchain will defend IOT; 2016.
- 53Bellini A, Bellini E, Gherardelli M, Pirri F. Enhancing IoT data dependability through a blockchain mirror model. Future Internet. 2019; 11(5): 117.
- 54Vukobratovic D, Jakovetic D, Skachek V, et al. CONDENSE: a reconfigurable knowledge acquisition architecture for future 5G IoT. IEEE Access. 2016; 4: 3360-3378.
- 55 Shipping Giants Employ blockchain technology to manage supply chain logistics; 2018.
- 56 Promising Blockchain Pilot programs in supply chain; 2019.
- 57Kshetri N. Blockchain's roles in meeting key supply chain management objectives. Int J Inf Manag. 2018; 39: 80-89.
- 58O'Leary DE. Configuring blockchain architectures for transaction information in blockchain consortiums: the case of accounting and supply chain systems. Intell Syst Account Financ Manag. 2017; 24(4): 138-147.
- 59Korpela K, Hallikas J, Dahlberg T. Digital supply chain transformation toward blockchain integration. Paper presented at: Proceedings of the 50th Hawaii International Conference on System Sciences, Hawaii; 2017.
- 60Takyar A. Blockchain IoT use cases; 2019.
- 61Dunn J. IoT in healthcare: blockchain use cases and why they matter; 2019.
- 62Quwaider M, Jararweh Y. A cloud supported model for efficient community health awareness. Pervas Mob Comput. 2016; 28: 35-50.
- 63Kim HM, Laskowski M. Toward an ontology-driven blockchain design for supply-chain provenance. Intell Syst Account Financ Manag. 2018; 25(1): 18-27.
- 64Hackius N, Petersen M. Blockchain in logistics and supply chain: trick or treat? Digitalization in Supply Chain Management and Logistics: Smart and Digital Solutions for an Industry 4.0 Environment. Proceedings of the Hamburg International Conference of Logistics (HICL). Vol 23. Berlin, Germany: epubli GmbH; 2017: 3-18.
- 65Francisco K, Swanson D. The supply chain has no clothes: technology adoption of blockchain for supply chain transparency. Log. 2018; 2(1): 2.
- 66Davcev D, Kocarev L, Carbone A, Stankovski V, Mitresk K. Blockchain-based distributed cloud/fog platform for IoT supply chain management. Paper presented at: Proceedings of the 8th International Conference on Advances in Computing, Electronics and Electrical Technology (CEET); 2018:51-58.
- 67Reyna A, Martín C, Chen J, Soler E, Díaz M. On blockchain and its integration with IoT. challenges and opportunities. Futur Gener Comput Syst. 2018; 88: 173-190.
- 68 Madhwal Y, Panfilov PB. Blockchain and supply chain management: aircrafts'parts'business casE. Ann DAAAM Proc. 2017; 2017: 28.
- 69Guo H, Meamari E, Shen C. Blockchain-inspired event recording system for autonomous vehicles. Paper presented at: Proceedings of the 2018 1st IEEE International Conference on Hot Information-Centric Networking (HotICN), Shenzhen, china; 2018:218-222.
- 70Abubaker Z, Gurmani M, Sultana T, Azeem M, Iftikhar M, Javaid N. Decentralized mechanism for hiring the smart autonomous vehicles using blockchain; 2019.
- 71Pedrosa AR, Pau G. ChargeltUp: on blockchain-based technologies for autonomous vehicles. Paper presented at: Proceedings of the 1st Workshop on Cryptocurrencies and Blockchains for Distributed Systems, Association for Computing Machinery; 2018:87-92; New York, NY.
- 72Narbayeva S, Bakibayev T, Abeshev K, Makarova I, Shubenkova K, Pashkevich A. Blockchain technology on the way of autonomous vehicles development. Transp Res Proc. 2020; 44: 168-175. LOGI 2019 - Horizons of Autonomous Mobility in Europehttps. https://doi.org/10.1016/j.trpro.2020.02.024.
10.1016/j.trpro.2020.02.024 Google Scholar
- 73Rathee G, Sharma A, Iqbal R, Aloqaily M, Jaglan N, Kumar R. A blockchain framework for securing connected and autonomous vehicles. Sensors. 2019; 19(14): 3165.
- 74Shivers R, Rahman MA, Shahriar H. Toward a secure and decentralized blockchain-based ride-hailing platform for autonomous vehicles; 2019. ArXiv:abs/1910.00715.
- 75Roriz R, Pereira J Luís. Avoiding insurance fraud: a blockchain-based solution for the vehicle sector. Proc Comput Sci. 2019; 164: 211-218. https://doi.org/10.1016/j.procs.2019.12.174.
10.1016/j.procs.2019.12.174 Google Scholar
- 76Oham C, Kanhere SS, Jurdak R, Jha S. A blockchain based liability attribution framework for autonomous vehicles; 2018. ArXiv. abs/1802.05050.
- 77Fraga-Lamas P, Fernández-Caramés TM. A review on blockchain technologies for an advanced and cyber-resilient automotive industry. IEEE Access. 2019; 7: 17578-17598.
- 78Sharma PK, Kumar N, Park JH. Blockchain-based distributed framework for automotive industry in a smart city. IEEE Trans Ind Inform. 2018; 15(7): 4197-4205.
- 79Rathee G, Sharma A, Kumar R, Iqbal R. A secure communicating things network framework for industrial IoT using blockchain technology. Ad Hoc Netw. 2019; 94: 101933.
- 80Aich S, Chakraborty S, Sain M, Lee H, Kim HC. A review on benefits of IoT integrated blockchain based supply chain management implementations across different sectors with case study. Paper presented at: Proceedings of the 2019 21st International Conference on Advanced Communication Technology (ICACT); 2019:138-141; IEEE.
- 81Embark AS. Increasing the trust and security between automotive actors using a blockchain in the Internet of Things.
- 82Singhal P, Masih S. MetaAnalysis of methods for scaling blockchain technology for automotive uses; 2019. arXiv preprint arXiv:1907.02602.
- 83Perboli G, Rosano DM, Colonna S. Blockchain opportunities in automotive market-spare parts case study.
- 84Chavali LN, Prashanti NL, Sujatha K, Rajasheker G, Kishor PB. The emergence of blockchain technology and its impact in biotechnology, pharmacy and life sciences. Current Trends Biotechnol Pharmacy. 2018; 12(3): 304-310.
- 85 Clauson KA, Breeden EA, Davidson C, Mackey TK. Leveraging blockchain technology to enhance supply chain management in healthcare. BHTY. 2018; 1-2018: 1-12.
- 86Wilber K, Vayansky S, Costello N, Berdik D, Jararweh Y. A survey on blockchain for healthcare informatics and applications. Paper presented at: Proceedings of the 2020 7th International Conference on Internet of Things: Systems, Management and Security (IOTSMS); 2020:1-9.
- 87Rabah K. Challenges & opportunities for blockchain powered healthcare systems: a review. Mara Res J Med Health Sci. 2017; 1(1): 45-52.
- 88Chanchaichujit J, Tan A, Meng F, Eaimkhong S. Blockchain Technology in Healthcare. New York, NY: Springer; 2019: 37-62.
- 89Shi J, Yi D, Kuang J. Pharmaceutical supply chain management system with integration of iot and blockchain technology. Paper presented at: Proceedings of the International Conference on Smart Blockchain; 2019:97-108; Springer, New York, NY.
- 90When blockchain meets IoT and the food and pharmaceutical cold chains; 2018.
- 91El-Din DM. A big egyptian pharmacy based on blockchain system; 2019.
- 92Bahga A, Madisetti VK. Blockchain platform for industrial Internet of Things. J Softw Eng Appl. 2016; 9(10): 533-546.
10.4236/jsea.2016.910036 Google Scholar
- 93Yao H, Mai T, Wang J, Ji Z, Jiang C, Qian Y. Resource trading in blockchain-based industrial Internet of Things. IEEE Trans Ind Inform. 2019; 15(6): 3602-3609.
- 94Liu M, Yu FR, Teng Y, Leung VCM, Song M. Performance optimization for blockchain-enabled industrial Internet of Things (IIoT) Systems: a deep reinforcement learning approach. IEEE Trans Ind Inform. 2019; 15(6): 3559-3570.
- 95Miller D. Blockchain and the Internet of Things in the industrial sector. IT Professional. 2018; 20(3): 15-18.
- 96Chen W, Zhang Z, Hong Z, et al. Cooperative and distributed computation offloading for blockchain-empowered industrial Internet of Things. IEEE Internet Things J. 2019; 6(5): 8433-8446.
- 97Zhu X, Badr Y. Identity management systems for the Internet of Things: a survey towards blockchain solutions. Sensors. 2018; 18(12): 4215.
- 98Khan PW, Byun Y. A blockchain-based secure image encryption scheme for the industrial Internet of Things. Entropy. 2020; 22(2): 175.
- 99Huang J, Kong L, Chen G, Wu M-Y, Liu X, Zeng P. Towards secure industrial IoT: blockchain system with credit-based consensus mechanism. IEEE Trans Ind Inform. 2019; 15(6): 3680-3689.
- 100Christidis K, Devetsikiotis M. Blockchains and smart contracts for the Internet of Things. IEEE Access. 2016; 4: 2292-2303.
- 101Cekerevac Z, Prigoda L, Maletic J. Blockchain technology and industrial Internet of Things in the supply chains. Mest J. 2018; 6: 39-47.
10.12709/mest.06.06.02.05 Google Scholar
- 102Jiang Y, Zhong Y, Ge X. Smart contract-based data commodity transactions for industrial Internet of Things. IEEE Access. 2019; 7: 180856-180866.
- 103 Wang Q, Zhu X, Ni Y, Gu L, Zhu H. Blockchain for the IoT and industrial IoT: a review. IoT. 2019; 4(28): 100081.
- 104Liu CH, Lin Q, Wen S. Blockchain-enabled data collection and sharing for industrial IoT with deep reinforcement learning. IEEE Trans Ind Inform. 2018; 15(6): 3516-3526.
- 105Ren Y, Zhu F, Qi J, Wang J, Sangaiah AK. Identity management and access control based on blockchain under edge computing for the industrial Internet of Things. Appl Sci. 2019; 9(10): 2058.
- 106Teslya Nikolay, Ryabchikov Igor. Blockchain-based platform architecture for industrial IoT. Paper presented at: Proceedings of the 2017 21st Conference of Open Innovations Association (FRUCT); 2017:321-329; IEEE.
- 107Huang K, Zhang X, Mu Y, et al. Building redactable consortium blockchain for industrial Internet-of-Things. IEEE Trans Ind Inform. 2019; 15(6): 3670-3679.
- 108Qu C, Tao M, Yuan R. A hypergraph-based blockchain model and application in Internet of Things-enabled smart homes. Sensors. 2018; 18(9): 2784.
- 109Younan M, Houssein EH, Elhoseny M, Ali AA. Challenges and recommended technologies for the industrial Internet of Things: a comprehensive review. Measurement. 2020; 151: 107198.
- 110Alaslani M, Amin O, Nawab F, Shihada B. Rethinking blockchain integration with the industrial Internet of Things. IEEE Internet Things Mag. 2020; 3(4): 70-75.
10.1109/IOTM.0001.1900079 Google Scholar
- 111Teslya Nikolay, Ryabchikov Igor. Blockchain platforms overview for industrial IoT purposes. Paper presented at: Proceedings of the 2018 22nd Conference of Open Innovations Association (FRUCT); 2018:250-256; IEEE.
- 112 Cao Y, Jia F, Manogaran G. Efficient traceability systems of steel products using blockchain-based industrial Internet of Things. IEEE Trans Ind Inform. 2019; 16(1): 6004-6012.
- 113Zhang K, Zhu Y, Maharjan S, Zhang Y. Edge intelligence and blockchain empowered 5G beyond for the industrial Internet of Things. IEEE Netw. 2019; 33(5): 12-19.
- 114 Sengupta J, Ruj S, Bit SD, et al. A comprehensive survey on attacks, security issues and blockchain solutions for IoT and IIoT. J Netw Comput Appl. 2020; 149: 102481.
- 115Beier G, Niehoff S, Xue B. More sustainability in industry through industrial Internet of Things? Appl Sci. 2018; 8(2): 219.
- 116Farley DR, Negus MG, Slaybaugh RN. Industrial Internet-of-Things & Data Analytics for Nuclear Power & Safeguards. Livermore, CA: Sandia National Lab; 2018.
10.2172/1481947 Google Scholar
- 117Akkaoui R, Hei X, Cheng W. EdgeMediChain: a hybrid edge blockchain-based framework for health data exchange. IEEE Access. 2020; 8: 113467-113486.
- 118Guo H, Li W, Nejad M, Shen CC. Access control for electronic health records with hybrid blockchain-edge architecture. Paper presented at: Proceedings of the 2019 IEEE International Conference on Blockchain (Blockchain); 2019:44-51; IEEE.
- 119 Liu X, Zhou P, Qiu T, Wu DO. Blockchain-enabled contextual online learning under local differential privacy for coronary heart disease diagnosis in mobile edge computing. IEEE J Biomed Health Inform. 2020.
- 120 Cui L, Su X, Ming Z, et al. CREAT: blockchain-assisted compression algorithm of federated learning for content caching in edge computing. IEEE Internet Things J. 2020.
- 121Xu J, Wang S, Zhou A, Yang F. Edgence: a blockchain-enabled edge-computing platform for intelligent IoT-based dApps. China Commun. 2020; 17(4): 78-87.
- 122Kim JY, Moon SM. Blockchain-based edge computing for deep neural network applications. Paper presented at: Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications; 2018:53-55.
- 123Guo S, Hu X, Guo S, Qiu X, Qi F. Blockchain meets edge computing: a distributed and trusted authentication system. IEEE Trans Ind Inform. 2019; 16(3): 1972-1983.
- 124Samaniego M, Deters R. Using blockchain to push software-defined IoT components onto edge hosts. Paper presented at: Proceedings of the International Conference on Big Data and Advanced Wireless Technologies; 2016:1-9.
- 125Wang R, Tsai WT, He J, Liu C, Li Q, Deng E. A video surveillance system based on permissioned blockchains and edge computing. Paper presented at: Proceedings of the 2019 IEEE International Conference on Big Data and Smart Computing (BigComp); 2019:1-6; IEEE.
- 126Xu F, Yang F, Zhao C, Fang C. Edge computing and caching based blockchain IoT network. Paper presented at: Proceedings of the 2018 1st IEEE International Conference on Hot Information-Centric Networking (HotICN); 2018:238-239; IEEE.
- 127 Hou L, Zheng K, Liu Z, Xu X, Wu T. Design and prototype implementation of a blockchain-enabled LoRa system with edge computing. IEEE Internet Things J. 2020.
- 128Qiu X, Liu L, Chen W, Hong Z, Zheng Z. Online deep reinforcement learning for computation offloading in blockchain-empowered mobile edge computing. IEEE Trans Veh Technol. 2019; 68(8): 8050-8062.
- 129Kumar T, Harjula E, Ejaz M, et al. BlockEdge: blockchain-edge framework for industrial IoT networks. IEEE Access. 2020; 8: 154166-154185.