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Cloud Computing Assisted Blockchain-Enabled Internet of Things

Authors :
Fangmin Xu
Haipeng Yao
Song Guo
Chao Qiu
Chunxiao Jiang
Source :
IEEE Transactions on Cloud Computing. 10:247-257
Publication Year :
2022
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2022.

Abstract

Recently, the term ‘Internet of Things’ (IoT) has garnered great attention. As a trusted, dependable, and decentralized approach, blockchain has already been used in IoT. However, the existing blockchain has a number of drawbacks that prevent it from being used as a generic platform for IoT. The nodes in IoT are heavily resource-limited, especially computing and networking resources. Unfortunately, they are necessary for the blockchain to solve complicated puzzles and propagate blocks. In this paper, we propose agent mining and cloud mining approaches to solve the above problem in the blockchain-enabled IoT. To be specific, miners act as mining agents for nodes in IoT, offload mining tasks to cloud computing servers, and use networking resources dynamically. Furthermore, in order to enhance the performance, the access selection of users, computing resources allocation, and networking resources allocation are formulated as a joint optimization problem. We then propose a dueling deep reinforcement learning approach to address this problem. Numerical results justify the effectiveness of our proposed scheme.

Details

ISSN :
23720018
Volume :
10
Database :
OpenAIRE
Journal :
IEEE Transactions on Cloud Computing
Accession number :
edsair.doi...........8de521bd2232b8a0b83415f5875a5489
Full Text :
https://doi.org/10.1109/tcc.2019.2930259