BlockExplorer: Exploring Blockchain Big Data Via Parallel Processing

块链 计算机科学 大数据 并行计算 操作系统 计算机安全
作者
Shi Peng Li,Jingwei Li,Yuxing Tang,Liu Wang,Zheyuan He,Zihao Li,Xueqing Cheng,Bai Yang,Ting Chen,Yuzhe Tang,Zhe Liu,Xiaosong Zhang
出处
期刊:IEEE Transactions on Computers [Institute of Electrical and Electronics Engineers]
卷期号:72 (8): 2377-2389 被引量:3
标识
DOI:10.1109/tc.2023.3248280
摘要

Today's blockchain systems store detailed runtime information in the format of transactions and blocks, which are valuable not only to understand the finance of blockchain-based ecosystems but also to audit the security of on-chain applications. However, exploring this blockchain “big data” is challenging due to data heterogeneity and the huge amount. Existing blockchain exploration techniques are either incomplete or inefficient, making them inapt in time-sensitive applications. This paper presents ${\sf BlockExplorer}$ , an efficient and flexible blockchain exploration system for Ethereum. ${\sf BlockExplorer}$ builds on a master-slave architecture, where the master partitions all blocks into multiple non-overlapped sets and each slave simultaneously processes Ethereum big data based on a set of blocks. ${\sf BlockExplorer}$ implements a transaction-based partitioning approach to address load balance among slaves, and a code instrumentation approach to acquire complete Ethereum big data. The evaluation shows that ${\sf BlockExplorer}$ accelerates the data acquisition performance of the state-of-the-art by 4.1×, while the workload difference among slaves is up to 18%. To demonstrate the application of ${\sf BlockExplorer}$ , we develop three apps upon ${\sf BlockExplorer}$ to detect real-life attacks against Ethereum and show that our apps can detect attacks in a large range of blocks (e.g., ten million) within a short time (e.g., multiple hours).

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
脑洞疼应助霡霂采纳,获得10
1秒前
脑洞疼应助耳喃采纳,获得10
3秒前
3秒前
淡竹结香完成签到,获得积分10
5秒前
7秒前
杜换青发布了新的文献求助10
8秒前
淡竹结香发布了新的文献求助30
9秒前
9秒前
深情安青应助大气早晨采纳,获得10
9秒前
2052669099应助还单身的寒云采纳,获得10
9秒前
11秒前
12秒前
NexusExplorer应助Ayaka采纳,获得10
12秒前
13秒前
霡霂发布了新的文献求助10
15秒前
15秒前
云漪发布了新的文献求助10
17秒前
17秒前
18秒前
18秒前
十三发布了新的文献求助10
19秒前
六方金刚石完成签到,获得积分10
22秒前
赘婿应助hu采纳,获得10
22秒前
hyx完成签到,获得积分10
23秒前
Nie发布了新的文献求助30
23秒前
23秒前
xxx发布了新的文献求助10
23秒前
鸟兽兽应助三心草采纳,获得10
26秒前
思源应助云漪采纳,获得10
27秒前
28秒前
28秒前
嘻嘻完成签到 ,获得积分10
28秒前
岩浆果冻发布了新的文献求助10
28秒前
29秒前
29秒前
霡霂完成签到,获得积分10
29秒前
潘昶完成签到 ,获得积分10
31秒前
31秒前
王威完成签到,获得积分10
31秒前
Lucas应助Nie采纳,获得10
32秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
AnnualResearch andConsultation Report of Panorama survey and Investment strategy onChinaIndustry 1000
卤化钙钛矿人工突触的研究 1000
Continuing Syntax 1000
Signals, Systems, and Signal Processing 610
简明药物化学习题答案 500
脑电大模型与情感脑机接口研究--郑伟龙 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6275259
求助须知:如何正确求助?哪些是违规求助? 8095024
关于积分的说明 16922048
捐赠科研通 5345206
什么是DOI,文献DOI怎么找? 2841901
邀请新用户注册赠送积分活动 1819131
关于科研通互助平台的介绍 1676400