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Cloud Computing Assisted Blockchain-Enabled Internet of Things
- 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.
- Subjects :
- Scheme (programming language)
Blockchain
Optimization problem
Computer Networks and Communications
business.industry
Computer science
020206 networking & telecommunications
Cloud computing
02 engineering and technology
Computer Science Applications
Term (time)
Hardware and Architecture
Order (exchange)
Server
0202 electrical engineering, electronic engineering, information engineering
Reinforcement learning
020201 artificial intelligence & image processing
business
computer
Software
Information Systems
computer.programming_language
Computer network
Subjects
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