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Advanced metameric dimension framework for heterogeneous industrial Internet of things
Computational Intelligence ( IF 1.8 ) Pub Date : 2020-07-13 , DOI: 10.1111/coin.12378
Mohammad Ayoub Khan 1 , Khaled Ali Abuhasel 2
Affiliation  

The heterogeneous industrial Internet of things (HetIoT) is a recent area of research that can change both our perception of fundamental informatics and the effectiveness of future machines. The HetIoT is rapidly used in a variety of industries, including healthcare smart cities, smart mobility, smart transportation, and advanced manufacturing. In industrial settings, outdated machines consume an inordinate amount of energy and time to produce effective output. The efficient functioning of the HetIoT machines plays a vital role in the industrial management. To demonstrate efficiency of the functioning, the continuous monitoring of machines becomes mandatory. To describe the efficiency of updated HetIoT machines, this article introduces the concept of advanced machine-metameric dimension (AmD) to analyze efficacy, efficiency, and effectiveness. This article proposes a HetIoT framework to identify the real-time resembling of continuous monitoring of a metameric dimension of the machines. This demonstration of the concept is attempted through the analysis of machine efficiency, efficacy, effectiveness, and so on. The proposed AmD with a HetIoT has achieved higher precision, recall, F1-Score, and higher purity.

中文翻译:

异构工业物联网的高级同构维度框架

异构工业物联网 (HetIoT) 是最近的一个研究领域,它可以改变我们对基础信息学的看法和未来机器的有效性。HetIoT 迅速应用于各种行业,包括医疗智慧城市、智能移动、智能交通和先进制造。在工业环境中,过时的机器消耗过多的能量和时间来产生有效的输出。HetIoT 机器的高效运行在工业管理中起着至关重要的作用。为了证明功能的效率,必须对机器进行持续监控。为了描述更新后的 HetIoT 机器的效率,本文引入了高级机器元异构维度(A mD) 分析功效、效率和有效性。本文提出了一个 HetIoT 框架来识别对机器的同色异谱维度的连续监控的实时相似性。通过对机器效率、功效、有效性等的分析来尝试对该概念的这种演示。提出的带有 HetIoT 的A m D 实现了更高的精度、召回率、F1-Score 和更高的纯度。
更新日期:2020-07-13
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