Predicting Latency of Blockchain-Based Systems Using Architectural Modelling and Simulation

Rajitha Yasaweerasinghelage, M. Staples, I. Weber
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引用次数: 81

Abstract

Blockchain is an emerging technology for sharing transactional data and computation without using a central trusted third party. It is an architectural choice to use a blockchain instead of traditional databases or protocols, and this creates trade-offs between non-functional requirements such as performance, cost, and security. However, little is known about predicting the behaviour of blockchain-based systems. This paper shows the feasibility of using architectural performance modelling and simulation tools to predict the latency of blockchain-based systems. We use established tools and techniques, but explore new blockchain-specific issues such as the configuration of the number of confirmation blocks and inter-block times. We report on a lab-based experimental study using an incident management system, showing predictions of median system level response time with a relative error mostly under 10%. We discuss how the approach can be used to support architectural decision-making, during the design of blockchain-based systems.
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使用架构建模和仿真预测基于区块链的系统的延迟
区块链是一种新兴技术,用于共享事务数据和计算,而无需使用中央可信第三方。使用区块链而不是传统的数据库或协议是一种架构选择,这会在非功能需求(如性能、成本和安全性)之间进行权衡。然而,人们对预测基于区块链的系统的行为知之甚少。本文展示了使用架构性能建模和仿真工具来预测基于区块链的系统延迟的可行性。我们使用既定的工具和技术,但探索新的区块链特定问题,例如确认块数量和块间时间的配置。我们报告了一项使用事件管理系统的基于实验室的实验研究,显示了系统级响应时间的中位数预测,相对误差大多在10%以下。我们讨论了在基于区块链的系统设计过程中如何使用该方法来支持架构决策。
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Message from the ICSA 2022 General Chairs and Program Chairs Software Architecture: 16th European Conference, ECSA 2022, Prague, Czech Republic, September 19–23, 2022, Proceedings Software Architecture: 15th European Conference, ECSA 2021 Tracks and Workshops; Växjö, Sweden, September 13–17, 2021, Revised Selected Papers Software Architecture: 15th European Conference, ECSA 2021, Virtual Event, Sweden, September 13-17, 2021, Proceedings Employment of Optimal Approximations on Apache Hadoop Checkpoint Technique for Performance Improvements
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