Combinatorial auction based multi-task resource allocation in fog environment using blockchain and smart contracts

Peer-to-Peer Networking and Applications - Tập 14 - Trang 3124-3142 - 2021
Vibha Jain1, Bijendra Kumar1
1Department of Computer Science and Engineering, Netaji Subhas University of Technology, Dwarka, India

Tóm tắt

With the elevation of terminal devices, network traffic has also grown with rapid speed. To relieve cloud computing constraints on timely delivery, energy consumption, and congestion, fog computing is introduced to provide proximate and spot-on services to network devices. In fog environment, resource-deprived user nodes can offload their multi-task to network periphery situated fog nodes. However, due to the decentralized and untrusted behavior of fog nodes; trade, and pricing related sensitive information can be tampered by an unauthorized entity for their benefits. In this paper, we design a joint resource allocation and pricing scheme using blockchain employed smart contract. Blockchain is used to overcome untrusted behavior by preventing the malicious node from tampering with trade information. However, a smart contract employed fair and secure payment among user nodes and fog nodes. Particularly, we propose descending combinatorial auction-based dynamic pricing schemes, in which any user node can request bundle of resources and fog nodes compete with each other to serve their request. Experimental results show that the proposed pricing scheme helps fog nodes to earn significant profit by providing their resource efficiently.

Tài liệu tham khảo

Top strategic predictions for 2017 and beyond: surviving the storm winds of digital disruption. [Online]. Available: https://www.gartner.com/en/documents/3471568 Ni J, Zhang K, Lin X, Shen XS (2018) Securing fog computing for internet of things applications: challenges and solutions. IEEE Commun Surv Tutor 20(1):601–628 Alli AA, Alam MM (2019) SecOFF-FCIoT: machine learning based secure offloading in fog-cloud of things for smart city applications. Internet Things 7:100070. [Online]. Available: https://doi.org/10.1016/j.iot.2019.100070 Consortium O et al (2017) Open fog reference architecture for fog computing. Architecture Working Group, pp 1–162. [Online]. Available: https://www.openfogconsortium.org/, February 2017 Memon RA, Li JP, Nazeer MI, Khan AN, Ahmed J (2019) DualFog-IoT: additional fog layer for solving blockchain integration problem in internet of things. IEEE Access 7:169073–169093. [Online]. Available: https://ieeexplore.ieee.org/document/8894648/ Lei K, Du M, Huang J, Jin T (2020) Groupchain: towards a scalable public blockchain in fog computing of IoT services computing. IEEE Trans Serv Comput 13(2):252–262. [Online]. Available: https://ieeexplore.ieee.org/document/9061111/ Yu KP, Tan L, Aloqaily M, Yang H, Jararweh Y (2021) Blockchain-enhanced data sharing with traceable and direct revocation in iiot. IEEE Trans Ind Inform 1–1 Nakamoto S (2019) Blockchain: a peer-to-peer electronic cash system. Manubot, Tech. Rep. Shi N, Tan L, Li W, Qi X, Yu K (2020) A blockchain-empowered aaa scheme in the large-scale hetnet. Digit Commun Netw, https://doi.org/10.1016/j.dcan.2020.10.002 Du M, Ma X, Zhang Z, Wang X, Chen Q (2017) A review on consensus algorithm of blockchain. In: 2017 IEEE International conference on systems, man, and cybernetics, SMC 2017, vol 2017. Institute of Electrical and Electronics Engineers Inc., pp 2567–2572 Yang F, Zhou W, Wu Q, Long R, Xiong NN, Zhou M (2019) Delegated proof of stake with downgrade: a secure and efficient blockchain consensus algorithm with downgrade mechanism. IEEE Access 7:118541–118555. [Online]. Available: https://ieeexplore.ieee.org/document/8798621/ Zhang S, Lee JH (2020) Analysis of the main consensus protocols of blockchain. ICT Express 6(2):93–97 Antonopoulos AM, Wood G (2018) Mastering ethereum: building smart contracts and dapps. O’Reilly Media Dannen C (2017) Introducing Ethereum and solidity. Springer, Berlin Pan J, Liu Y, Wang J, Hester A (2018) Key enabling technologies for secure and scalable future Fog-IoT architecture: a survey 1:1–7. [Online]. Available: 1806.06188 Szabo N (1997) The idea of smart contracts. Nick Szabo’s papers and concise tutorials, vol 6 Sun W, Liu J, Yue Y, Zhang H (2018) Double auction-based resource allocation for mobile edge computing in industrial Internet of Things. IEEE Trans Ind Inform 14(10):4692–4701. [Online]. Available: https://ieeexplore.ieee.org/document/8410767/ Peng X, Ota K, Dong M (2020) Multiattribute-based double auction toward resource allocation in vehicular fog computing. IEEE Internet Things J 7(4):3094–3103. [Online]. Available: https://ieeexplore.ieee.org/document/8952808/ Bandyopadhyay A, Roy TS, Sarkar V, Mallik S (2020) Combinatorial auction-based fog service allocation mechanism for IoT applications. In: Proceedings of the confluence 2020–10th international conference on cloud computing, data science and engineering, pp 518–524 Habiba U, Maghsudi S, Hossain E (2019) A reverse auction model for efficient resource allocation in mobile edge computation offloading. In: 2019 IEEE global communications conference (GLOBECOM), no. 91716344. [Online]. Available: https://ieeexplore.ieee.org/document/9014240/. IEEE, pp 1–6 Sun W, Liu J, Yue Y, Wang P (2020) Joint resource allocation and incentive design for blockchain-based mobile edge computing. IEEE Trans Wirel Commun 19(9):6050–6064. [Online]. Available: https://ieeexplore.ieee.org/document/9113735/ Debe M, Salah K, Rehman MHU, Svetinovic D (2020) Blockchain-based decentralized reverse bidding in fog computing. IEEE Access 8:81686–81697. [Online]. Available: https://ieeexplore.ieee.org/document/9081974/ Gao X, Huang X, Bian S, Shao Z, Yang Y (2020) PORA: predictive offloading and resource allocation in dynamic fog computing systems. IEEE Internet Things J 7(1):72–87 Zaman S, Grosu D (2013) Combinatorial auction-based allocation of virtual machine instances in clouds. J Parallel Distrib Comput 73(4):495–508. [Online]. Available: https://doi.org/10.1016/j.jpdc.2012.12.006 Sutherland IE (1968) A futures market in computer time. Commun ACM 11(6):449–451. [Online]. Available: https://dl.acm.org/doi/10.1145/363347.363396 Gagliano RA, Fraser MD, Schaefer ME (1995) Auction allocation of computing resources. Commun ACM 38(6):88–102. [Online]. Available: https://dl.acm.org/doi/10.1145/203241.203262 Tan L, Xiao H, Yu K, Aloqaily M, Jararweh Y (2021) A blockchain-empowered crowdsourcing system for 5g-enabled smart cities. Comput Stand Interfaces 103517 Yu K, Tan L, Shang X, Huang J, Srivastava G, Chatterjee P (2021) Efficient and privacy-preserving medical research support platform against covid-19: a blockchain-based approach. IEEE Consum Electron Mag 10(2):111–120 Remix - Ethereum IDE. [Online]. Available: remix.ethereum.org ETH Gas Station. [Online]. Available: https://ethgasstation.info/index.php