BMP: An Evaluation System for Bitcoin Mining Pools

被引:1
作者
Guo, Xinwei [1 ]
Cui, Wei [1 ]
机构
[1] South China Univ Technol, Sch Automat Sci & Engn, Guangzhou 510641, Peoples R China
基金
中国国家自然科学基金;
关键词
Data mining; Bitcoin; Blockchains; Stability criteria; Distribution networks; Carbon dioxide; Analytical models; Bitcoin miner; blockchain mining; evaluation model; transaction data; VISUAL ANALYTICS; BLOCKCHAIN; SELECTION;
D O I
10.1109/TCSS.2022.3172951
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
With the in-depth research and cross-domain applications of blockchain in various industries, blockchain mining attracts great attention. A comprehensive and in-depth evaluation of mining pool is essential to the Bitcoin network supervision as well as the reduction of carbon emission. However, due to the difficulty of obtaining mining pool internal data, the current evaluation is limited to a single mining power indicator. In this article, we build a four-layer mining pool evaluation model, named BMP, based on the analytic hierarchy process (AHP). The model contains three first-level indicators and nine second-level indicators, covering various aspects of the performance of mining pool. Miner address extraction provides basic data for the calculation of these indicators. By utilizing the model proposed, we evaluated and ranked eight mainstream mining pools, which broadcasted 71.69% of the blocks during the period January 1, 2021-July 31, 2021. Through comparative analysis of evaluation result, we find that the 65% decline of mining power in June did not pose a threat to the stability of Bitcoin system. In addition, we also revealed the reasons for various fluctuations.
引用
收藏
页码:2636 / 2643
页数:8
相关论文
共 20 条
[1]  
Bag S., 2017, IEEE T INF FOREN SEC, V12, P1967, DOI [DOI 10.1109/TIFS.2016.2623588, 10.1109/TIFS.2016.2623588]
[2]   Endex: Degree of Mining Power Decentralization for Proof-of-Work Based Blockchain Systems [J].
Chen, Ren ;
Tu, I-Ping ;
Chuang, Kai-Er ;
Lin, Qin-Xue ;
Liao, Shih-Wei ;
Liao, Wanjiun .
IEEE NETWORK, 2020, 34 (06) :266-271
[3]   Decentralized Mining in Centralized Pools [J].
Cong, Lin William ;
He, Zhiguo ;
Li, Jiasun .
REVIEW OF FINANCIAL STUDIES, 2021, 34 (03) :1191-1235
[4]   BCOSN: A Blockchain-Based Decentralized Online Social Network [J].
Jiang, Le ;
Zhang, Xinglin .
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2019, 6 (06) :1454-1466
[5]   Policy assessments for the carbon emission flows and sustainability of Bitcoin blockchain operation in China [J].
Jiang, Shangrong ;
Li, Yuze ;
Lu, Quanying ;
Hong, Yongmiao ;
Guan, Dabo ;
Xiong, Yu ;
Wang, Shouyang .
NATURE COMMUNICATIONS, 2021, 12 (01)
[6]   Bitcoin mining: A global review of energy and power demand [J].
Kufeoglu, Sinan ;
Ozkuran, Mahmut .
ENERGY RESEARCH & SOCIAL SCIENCE, 2019, 58
[7]   A discrete-event simulation model for the Bitcoin blockchain network with strategic miners and mining pool managers [J].
Li, Kejun ;
Liu, Yunan ;
Wan, Hong ;
Huang, Yining .
COMPUTERS & OPERATIONS RESEARCH, 2021, 134 (134)
[8]   Measuring Decentralization in Bitcoin and Ethereum using Multiple Metrics and Granularities [J].
Lin, Qinwei ;
Li, Chao ;
Zhao, Xifeng ;
Chen, Xianhai .
2021 IEEE 37TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING WORKSHOPS (ICDEW 2021), 2021, :80-87
[9]   Evolutionary Game for Mining Pool Selection in Blockchain Networks [J].
Liu, Xiaojun ;
Wang, Wenbo ;
Niyato, Dusit ;
Zhao, Narisa ;
Wang, Ping .
IEEE WIRELESS COMMUNICATIONS LETTERS, 2018, 7 (05) :760-763
[10]  
Nakamoto S., 2008, Bitcoin: A Peer-to-Peer Electronic Cash System, DOI 10.2139/ssrn.3440802