IoTWC: Analytic Hierarchy Process Based Internet of Things Workflow Composition System

Yinhao Li, D. Jha, G. Aujla, G. Morgan, Albert Y. Zomaya, R. Ranjan
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引用次数: 4

Abstract

Internet of Things (IoT) allows the creation of virtually endless connections into a global array of distributed intelligence. However, the design, development, and deployment of IoT applications are complex and complicated due to various unwarranted challenges. For instance, addressing the IoT application users’ subjective and objective opinions with IoT workflow instances remains a challenge for the design of a more holistic approach. Moreover, the complexity of IoT applications increased exponentially due to the heterogeneous nature of the Edge/Cloud services, utilised with the aim of lowering latency in data transformation and increase re-usability. Hence, in this paper, we present an IoT workflow composition system (IoTWC) to allow IoT users to pipeline their workflows with proposed IoT workflow activity abstract patterns. IoTWC leverages the analytic hierarchy process (AHP) to compose the multi-level IoT workflow that satisfies the requirements of any IoT application. Moreover, the users are befitted with recommended IoT workflow configurations using an AHP based multi-level composition framework. The proposed IoTWC is validated on a user case study to evaluate the coverage of IoT workflow activity abstract patterns and a real-world scenario for smart buildings. The comprehensive analysis shows the effectiveness of IoTWC in terms of IoT workflow abstraction and composition.
基于层次分析法的物联网工作流组成系统
物联网(IoT)允许在全球分布式智能阵列中创建几乎无限的连接。然而,由于各种不必要的挑战,物联网应用的设计、开发和部署是复杂和复杂的。例如,通过物联网工作流实例解决物联网应用用户的主观和客观意见仍然是设计更全面方法的挑战。此外,由于边缘/云服务的异构性质,物联网应用程序的复杂性呈指数级增长,其目的是降低数据转换中的延迟并提高可重用性。因此,在本文中,我们提出了一个物联网工作流组合系统(IoTWC),允许物联网用户将其工作流与提议的物联网工作流活动抽象模式进行流水线化。IoTWC利用层次分析法(AHP)组成多层次的物联网工作流,满足任何物联网应用的需求。此外,使用基于AHP的多层次组合框架,用户适合推荐的物联网工作流配置。提出的IoTWC在用户案例研究中进行了验证,以评估物联网工作流活动抽象模式的覆盖范围和智能建筑的真实场景。综合分析表明,IoTWC在物联网工作流抽象和构成方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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