ExplanaSC: A Framework for Determining Information Requirements for Explainable Blockchain Smart Contracts

IF 6.5 1区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING IEEE Transactions on Software Engineering Pub Date : 2024-06-03 DOI:10.1109/TSE.2024.3408632
Hanouf Al Ghanmi;Rami Bahsoon
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Abstract

Blockchain smart contracts (SCs) have emerged as a transformative technology, enabling the automation and execution of contractual agreements without the need for intermediaries. However, as SCs evolve to become more complex in their decentralised decision-making abilities, there are notable difficulties in comprehending the underlying reasoning process and ensuring users’ understanding. The existing literature primarily focuses on the technical aspects of SC, overlooking the exploration of the decision-making process within these systems and the involvement of humans. In this paper, we propose a framework that integrates human-centered design principles by applying Situation Awareness (SA) and goal directed task analysis (GDTA) concepts to determine information requirements necessary to design eXplainable smart contracts (XSC). The framework provides a structured approach for requirements engineers to identify information that can keep users well-informed throughout the decision-making process. The framework considers factors such as the business logic model, data model, and roles and responsibilities model to define specific information requirements that shape SC behaviour and necessitate explanations. To guide the determination of information requirements, the framework categorises SC decision mechanisms into autonomy, governance, processing, and behaviour. The ExplanaSC framework promotes the generation of XSC explanations through three levels aligned with SA: XSC explanation for perception, XSC explanation for comprehension, and XSC explanation for projection. Overall, this framework contributes to the development of XSC systems and lays the foundation for more transparent, and trustworthy decentralised applications. The XSC explanations aims to facilitate user awareness of complex decision-making processes. The evaluation of the framework uses a case to exemplify the working of our framework, its added value and limitations, and consults experts in the field for feedback and refinements.
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ExplanaSC:确定可解释区块链智能合约信息要求的框架
区块链智能合约(SC)已成为一种变革性技术,无需中介即可自动执行合同协议。然而,随着区块链智能合约在去中心化决策能力方面变得越来越复杂,在理解其背后的推理过程和确保用户理解方面存在明显的困难。现有文献主要关注 SC 的技术层面,忽视了对这些系统内部决策过程的探索以及人类的参与。在本文中,我们提出了一个框架,通过应用情境意识(SA)和目标导向任务分析(GDTA)概念,整合了以人为本的设计原则,以确定设计可解释智能合约(XSC)所需的信息需求。该框架为需求工程师提供了一种结构化方法,用于确定可在整个决策过程中让用户充分知情的信息。该框架考虑了业务逻辑模型、数据模型、角色和职责模型等因素,以定义形成 SC 行为并需要解释的特定信息需求。为指导信息需求的确定,该框架将 SC 决策机制分为自治、治理、处理和行为四类。ExplanaSC框架通过与SA相一致的三个层次来促进产生XSC解释:XSC感知解释、XSC理解解释和XSC预测解释。总之,该框架有助于开发 XSC 系统,并为更透明、更可信的分散式应用奠定基础。XSC 解释旨在促进用户了解复杂的决策过程。对该框架的评估使用了一个案例来说明我们框架的工作原理、其附加值和局限性,并咨询了该领域的专家以获得反馈和改进。
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来源期刊
IEEE Transactions on Software Engineering
IEEE Transactions on Software Engineering 工程技术-工程:电子与电气
CiteScore
9.70
自引率
10.80%
发文量
724
审稿时长
6 months
期刊介绍: IEEE Transactions on Software Engineering seeks contributions comprising well-defined theoretical results and empirical studies with potential impacts on software construction, analysis, or management. The scope of this Transactions extends from fundamental mechanisms to the development of principles and their application in specific environments. Specific topic areas include: a) Development and maintenance methods and models: Techniques and principles for specifying, designing, and implementing software systems, encompassing notations and process models. b) Assessment methods: Software tests, validation, reliability models, test and diagnosis procedures, software redundancy, design for error control, and measurements and evaluation of process and product aspects. c) Software project management: Productivity factors, cost models, schedule and organizational issues, and standards. d) Tools and environments: Specific tools, integrated tool environments, associated architectures, databases, and parallel and distributed processing issues. e) System issues: Hardware-software trade-offs. f) State-of-the-art surveys: Syntheses and comprehensive reviews of the historical development within specific areas of interest.
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