改进的SimBlock节点搅拌仿真验证

Zi Hau Chin, Vishnu Monn Baskaran, Golnoush Abaei, I. Tan, T. Yap
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引用次数: 0

摘要

节点流失,或网络中节点的不断加入和离开,可能会影响区块链网络的性能。在实际的区块链网络上进行研究的困难,特别是在像比特币这样的实时分散的全球网络上,带来了好的模拟器可以克服的挑战。虽然各种工具(如NS-3和omnet++)对于模拟网络行为很有用,但SimBlock是专门设计用于模拟复杂的比特币区块链网络的。然而,SimBlock的当前实现在复制实际节点搅动活动时存在局限性。在本研究中,SimBlock模拟器通过移除搅拌节点并删除其连接,以及增加额外的验证仪器,来更准确地模拟节点搅拌。研究中使用的方法包括基于先前的研究对比特币节点流失行为进行建模,并使用增强的SimBlock模拟器来模拟节点流失。然后进行了实证研究,以确定节点流失模拟的适用性和局限性。本研究发现,改进的SimBlock可以产生类似于在100节点网络中观察到的指标的结果。然而,它在准确复制节点搅动行为方面仍然存在局限性。人们发现SimBlock限制所有节点作为挖矿节点运行,并且挖矿的模拟方式不能在任何时候准确地描述客户流失,而只能在特定的间隔或特定的条件下进行。尽管存在这些局限性,但该研究对SimBlock的改进及其局限性的识别对于未来研究区块链网络中的节点流失和开发更有效的模拟工具是有用的。
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Attestation of Improved SimBlock Node Churn Simulation
Node churn, or the constant joining and leaving of nodes in a network, can impact the performance of a blockchain network. The difficulties of performing research on the actual blockchain network, particularly on a live decentralized global network like Bitcoin, pose challenges that good simulators can overcome. While various tools, such as NS-3 and OMNet++, are useful for simulating network behavior, SimBlock is specifically designed to simulate the complex Bitcoin blockchain network. However, the current implementation of SimBlock has limitations when replicating actual node churn activity. In this study, the SimBlock simulator was improved to simulate node churn more accurately by removing churning nodes and dropping their connections, and increasing additional instrumentation for validation. The methodology used in the study involved modeling the Bitcoin node churn behavior based on previous studies and using the enhanced SimBlock simulator to simulate node churn. Empirical studies were then conducted to determine the suitability and limitations of the node churn simulation. This study found that the improved SimBlock could produce results similar to observed indicators in a 100-node network. However, it still had limitations in replicating node churn behavior accurately. It was discovered that SimBlock limits all nodes to operate as mining nodes and that mining is simulated in a way that does not depict churn accurately at any time but only at specific intervals or under certain conditions. Despite these limitations, the study’simprovements to SimBlock and the identification of its limitations can be useful for future research on node churn in blockchain networks and the development of more effective simulation tools. 
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来源期刊
CiteScore
0.70
自引率
0.00%
发文量
95
期刊介绍: IJICT is a refereed journal in the field of information and communication technology (ICT), providing an international forum for professionals, engineers and researchers. IJICT reports the new paradigms in this emerging field of technology and envisions the future developments in the frontier areas. The journal addresses issues for the vertical and horizontal applications in this area. Topics covered include: -Information theory/coding- Information/IT/network security, standards, applications- Internet/web based systems/products- Data mining/warehousing- Network planning, design, administration- Sensor/ad hoc networks- Human-computer intelligent interaction, AI- Computational linguistics, digital speech- Distributed/cooperative media- Interactive communication media/content- Social interaction, mobile communications- Signal representation/processing, image processing- Virtual reality, cyber law, e-governance- Microprocessor interfacing, hardware design- Control of industrial processes, ERP/CRM/SCM
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