Meta-Regulation: Adaptive Adjustment to Block Size and Creation Interval for Blockchain Systems

Cao, Mingpei; Wang, Hao; Yuan, Tailing; Xu, Kun; Lei, Kai; Wang, Jiaping

doi:10.1109/jsac.2022.3213338

Cited by 7 publications

(2 citation statements)

References 28 publications

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“…The interactions in blockchain would involve an increase in bandwidth. Adaptive adjustment in blockchain [4] 2022 Changes in bandwidth affect the stale rate. Wireless blockchain communication resources [5] 2021 Larger available bandwidth can lead to a low latency.…”

Section: Application Field Ref Year Mentioned Issuementioning

confidence: 99%

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Fast Determination of Optimal Transmission Rate for Wireless Blockchain Networks: A Graph Convolutional Neural Network Approach

Song

Jiao

et al. 2023

Sensors

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One of the primary challenges in wireless blockchain networks is to ensure security and high throughput with constrained communication and energy resources. In this paper, with curve fitting on the collected blockchain performance dataset, we explore the impact of the data transmission rate configuration on the wireless blockchain system under different network topologies, and give the blockchain a utility function which balances the throughput, energy efficiency, and stale rate. For efficient blockchain network deployment, we propose a novel Graph Convolutional Neural Network (GCN)-based approach to quickly and accurately determine the optimal data transmission rate. The experimental results demonstrate that the average relative deviation between the blockchain utility obtained by our GCN-based method and the optimal utility is less than 0.21%.

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Section: Application Field Ref Year Mentioned Issuementioning

confidence: 99%

“…However, accurately and quickly determining the optimal transmission rate poses a significant challenge. The impact of varying bandwidth on the network has been considered in [1,4]. Currently, there are some works combining the different deep learning techniques and blockchain.…”

Section: Introductionmentioning

confidence: 99%

Fast Determination of Optimal Transmission Rate for Wireless Blockchain Networks: A Graph Convolutional Neural Network Approach

Song

Jiao

et al. 2023

Sensors

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InstantChain: Enhancing Order-Execute Blockchain Systems for Latency-Sensitive Applications

Shi

Luo

et al. 2023

Database Systems for Advanced Applications

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CPU power and network bandwidth-aware optimal block size computation for blockchain-based applications using meta-heuristic algorithms

Singh¹

2023

J Supercomput

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Meta-Regulation: Adaptive Adjustment to Block Size and Creation Interval for Blockchain Systems

Cited by 7 publications

References 28 publications

Fast Determination of Optimal Transmission Rate for Wireless Blockchain Networks: A Graph Convolutional Neural Network Approach

Fast Determination of Optimal Transmission Rate for Wireless Blockchain Networks: A Graph Convolutional Neural Network Approach

InstantChain: Enhancing Order-Execute Blockchain Systems for Latency-Sensitive Applications

CPU power and network bandwidth-aware optimal block size computation for blockchain-based applications using meta-heuristic algorithms

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