科研成果详情

题名ESUM: An efficient UTXO schedule model
作者
发表日期2022
会议名称4th IEEE International Conference on Blockchain and Cryptocurrency, ICBC 2022
会议录名称IEEE International Conference on Blockchain and Cryptocurrency, ICBC 2022
ISBN978-1-6654-9538-7
会议日期2022-05-02——2022-05-02
会议地点chn,Virtual, Shanghai
摘要

The current size of UTXO set in Bitcoin is large and continues to grow, resulting in high memory usage. This paper proposes an efficient UTXO schedule model to lower memory usage based on the observation of UTXO lifespan. Full nodes with the UTXO schedule model store the full UTXO set in disk database and schedule a subset of full UTXO set in memory, converting UTXO querying and accessing into multi-layer activities. Machine learning methods are applied to train a well-performed model based on historical transaction data and market trade data. Experiment results indicate that the UTXO schedule model could reduce nearly 90% memory usage compared to original Bitcoin nodes, allowing more nodes with different memory capability to participate in the blockchain.

关键词Blockchain Cache Machine Learning UTXO
DOI10.1109/ICBC54727.2022.9805558
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收录类别CPCI-S
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods
WOS记录号WOS:000856058400052
Scopus入藏号2-s2.0-85134056029
引用统计
文献类型会议论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/13479
专题个人在本单位外知识产出
作者单位
School of Software Microelectronics, Peking University, Beijing, China
推荐引用方式
GB/T 7714
Lv, Meilin,Wei, Kangjian,Kao, Henryet al. ESUM: An efficient UTXO schedule model[C], 2022.
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