基于区间值的q-rung正交模糊复合比例评估方法及其在各领域区块链技术因素评估中的应用

IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Journal of Industrial Information Integration Pub Date : 2024-11-01 DOI:10.1016/j.jii.2024.100718
Rashmi Pathak , Badal Soni , Naresh Babu Muppalaneni , Muhammet Deveci
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引用次数: 0

摘要

区块链技术(BT)是一种数字去中心化、分布式和公共分类账,是在公共或私人点对点网络中存储和访问交易记录的安全可行的解决方案,并确保了复杂服务自动化的智能世界。本文旨在评估说服人们采用 BT 的因素,并评估采用 BT 的可能应用领域。实施 BT 流程需要考虑多个标准和具有不确定信息的替代方案;因此,可以将其视为一个不确定的多标准决策问题。在此背景下,提出了一种基于标准间相关性的标准互动(CRITIC)和复杂比例评估(COPRAS)方法以及区间值 q-rung 正对模糊集(IVq-ROFS)的混合方法,命名为 "IVq-ROF-CRITICCOPRAS "框架。在这种方法中,各因素的重要程度值是通过新颖的基于分值函数的 CRITIC 模型计算出来的,而基于 CRITIC 的 COPRAS 模型则用于在 IVq-ROFSs 环境下对采用 BT 的不同领域/应用领域进行排序。在这方面,引入了一种新的分数函数及其理想特性。此外,考虑到 14 个因素,在采用生物技术的案例研究中执行了所开发的模型,这证实了所引入方法的效率和适用性。根据研究结果,医疗保健 BT 替代方案是最合适的。为评估其持久性,在 IVq-ROFS 环境下对决策战略系数的各种评级进行了敏感性分析。通过与 IVq-ROFS 背景下的一些前模型进行比较,强调了所开发方法的优势。COPRAS 方法的拟议扩展可用于解决其他具有不确定性的复杂群体决策问题。
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Interval-valued q-rung orthopair fuzzy complex proportional assessment-based approach and its application for evaluating the factors of blockchain technology in various domains
Blockchain technology (BT) is a digitally decentralized, distributed and public ledger, which considers a secure and viable solution for storing and accessing the record transactions in a public or private peer-to-peer network and assures a smart world of automation of complex services. This paper aims to evaluate the factors persuading the BT adoption and also to assess the possible application areas for the adoption of BT. Implementation of the BT process considers multiple criteria and alternatives with uncertain information; therefore, it can be considered as an uncertain multi-criteria decision-making problem. In this context, a hybrid approach is proposed based on the criteria interaction through inter-criteria correlation (CRITIC) and the complex proportional assessment (COPRAS) methods with interval-valued q-rung orthopair fuzzy set (IVq-ROFS) named as the “IVq-ROF-CRITICCOPRAS” framework. In this approach, the significance values of the factors are computed through novel score function-based CRITIC model, whereas the CRITIC-based COPRAS model is employed to rank different domains/application areas for the adoption of BT under IVq-ROFSs environment. In this regard, a novel score function is introduced with its desirable characteristics. Further, the developed model is executed on a case study of BT adoption considering 14 factors, which confirms the efficiency and applicability of introduced approach. Based on the results, the healthcare BT alternative is most appropriate among the others. To evaluate its permanence, sensitivity analysis with regard to various ratings of decision strategic coefficient is presented under IVq-ROFS context. The strength of the developed approach is emphasized by comparing it with some of the former models under the context of IVq-ROFSs. The proposed extension of the COPRAS approach can be utilized to solve other complex group decision-making problems with uncertainties.
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来源期刊
Journal of Industrial Information Integration
Journal of Industrial Information Integration Decision Sciences-Information Systems and Management
CiteScore
22.30
自引率
13.40%
发文量
100
期刊介绍: The Journal of Industrial Information Integration focuses on the industry's transition towards industrial integration and informatization, covering not only hardware and software but also information integration. It serves as a platform for promoting advances in industrial information integration, addressing challenges, issues, and solutions in an interdisciplinary forum for researchers, practitioners, and policy makers. The Journal of Industrial Information Integration welcomes papers on foundational, technical, and practical aspects of industrial information integration, emphasizing the complex and cross-disciplinary topics that arise in industrial integration. Techniques from mathematical science, computer science, computer engineering, electrical and electronic engineering, manufacturing engineering, and engineering management are crucial in this context.
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