Advanced metameric dimension framework for heterogeneous industrial Internet of things

被引:7
|
作者
Khan, Mohammad Ayoub [1 ]
Abuhasel, Khaled Ali [2 ]
机构
[1] Univ Bisha, Coll Comp & Informat Technol, Bisha, Saudi Arabia
[2] Univ Bisha, Coll Engn, Mech Engn Dept, Bisha 61421, Saudi Arabia
关键词
advanced machine-metameric dimension; data extraction; heterogeneous industrial IoT; optimization; sensing; trust factor; HEALTH-CARE; IOT; AUTHENTICATION; CHALLENGES; SECURITY;
D O I
10.1111/coin.12378
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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 In industrial settings, outdated machines consume an inordinate amount of energy and time to produce effective output.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.
引用
收藏
页码:1367 / 1387
页数:21
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