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Sensors and tribological systems: applications for industry 4.0
Industrial Robot ( IF 1.8 ) Pub Date : 2021-12-02 , DOI: 10.1108/ir-10-2021-0225
Saquib Rouf 1 , Ankush Raina 1 , Mir Irfan Ul Haq 1 , Nida Naveed 2
Affiliation  

Purpose

The involvement of wear, friction and lubrication in engineering systems and industrial applications makes it imperative to study the various aspects of tribology in relation with advanced technologies and concepts. The concept of Industry 4.0 and its implementation further faces a lot of barriers, particularly in developing economies. Real-time and reliable data is an important enabler for the implementation of the concept of Industry 4.0. For availability of reliable and real-time data about various tribological systems is crucial in applying the various concepts of Industry 4.0. This paper aims to attempt to highlight the role of sensors related to friction, wear and lubrication in implementing Industry 4.0 in various tribology-related industries and equipment.

Design/methodology/approach

A through literature review has been done to study the interrelationships between the availability of tribology-related data and implementation of Industry 4.0 are also discussed. Relevant and recent research papers from prominent databases have been included. A detailed overview about the various types of sensors used in generating tribological data is also presented. Some studies related to the application of machine learning and artificial intelligence (AI) are also included in the paper. A discussion on fault diagnosis and cyber physical systems in connection with tribology has also been included.

Findings

Industry 4.0 and tribology are interconnected through various means and the various pillars of Industry 4.0 such as big data, AI can effectively be implemented in various tribological systems. Data is an important parameter in the effective application of concepts of Industry 4.0 in the tribological environment. Sensors have a vital role to play in the implementation of Industry 4.0 in tribological systems. Determining the machine health, carrying out maintenance in off-shore and remote mechanical systems is possible by applying online-real-time data acquisition.

Originality/value

The paper tries to relate the pillars of Industry 4.0 with various aspects of tribology. The paper is a first of its kind wherein the interdisciplinary field of tribology has been linked with Industry 4.0. The paper also highlights the role of sensors in generating tribological data related to the critical parameters, such as wear rate, coefficient of friction, surface roughness which is critical in implementing the various pillars of Industry 4.0.



中文翻译:

传感器和摩擦系统:工业 4.0 的应用

目的

磨损、摩擦和润滑在工程系统和工业应用中的参与使得研究与先进技术和概念相关的摩擦学的各个方面势在必行。工业 4.0 的概念及其实施进一步面临许多障碍,尤其是在发展中经济体。实时可靠的数据是实施工业 4.0 概念的重要推动力。对于各种摩擦学系统的可靠和实时数据的可用性,对于应用工业 4.0 的各种概念至关重要。本文旨在尝试强调与摩擦、磨损和润滑相关的传感器在各种与摩擦学相关的行业和设备中实施工业 4.0 的作用。

设计/方法/方法

还讨论了通过文献回顾来研究摩擦学相关数据的可用性与工业 4.0 实施之间的相互关系。包括来自著名数据库的相关和最近的研究论文。还提供了有关用于生成摩擦学数据的各种类型传感器的详细概述。论文还包括一些与机器学习和人工智能(AI)应用相关的研究。还包括与摩擦学有关的故障诊断和网络物理系统的讨论。

发现

工业 4.0 和摩擦学通过多种方式相互关联,工业 4.0 的各个支柱如大数据、人工智能可以在各种摩擦学系统中有效实施。数据是在摩擦学环境中有效应用工业 4.0 概念的重要参数。传感器在摩擦学系统中实施工业 4.0 方面发挥着至关重要的作用。通过应用在线实时数据采集,可以确定机器健康状况,在海上和远程机械系统中进行维护。

原创性/价值

本文试图将工业 4.0 的支柱与摩擦学的各个方面联系起来。这篇论文是第一篇将摩擦学的跨学科领域与工业 4.0 联系起来的论文。本文还强调了传感器在生成与关键参数相关的摩擦学数据中的作用,例如磨损率、摩擦系数、表面粗糙度,这对于实施工业 4.0 的各个支柱至关重要。

更新日期:2021-12-02
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