Barriers to Predictive Maintenance implementation in the Italian machinery industry

被引:3
|
作者
Giada, Cannas Violetta [1 ]
Rossella, Pozzi [1 ]
机构
[1] Carlo Cattaneo LIUC Univ, Sch Ind Engn, Castellanza, VA, Italy
来源
IFAC PAPERSONLINE | 2021年 / 54卷 / 01期
关键词
Predictive Maintenance; Real-time Evaluation of Fabrication; Failure Prognostic; BIG DATA; CHALLENGES;
D O I
10.1016/j.ifacol.2021.08.152
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Predictive maintenance (PM) involves the use of internet of things and machine learning techniques applied to machinery for remote monitoring of different variables to timely detect problems, before they require costly maintenance or generate customers' complaints. Thus, it minimises the probability that the machine will break, extends its lifecycle and reduces the number of corrective actions. Despite the importance of PM and the growing implementation of Industry 4.0 technologies, a limited number of Italian machinery companies today includes PM systems in their products. Additionally, the topic has received little attention by literature. Consequently, there is a need to identify the barriers to the implementation of PM in the Italian machinery industry. Therefore, the aim of this research is to categorise the challenges to be considered when implementing a PM and propose a set of possible countermeasures. In doing so, the study reviews the existing literature on this topic and empirically explores three cases in the machinery industry. The results of the literature review show a list of barriers to PM implementation that can be related to the machinery industry. Then, the barriers are empirically validated, and inductively extended, and final set of countermeasures is proposed to overcome these challenges, in help of managers that are interested in adopting PM. Copyright (C) 2021 The Authors.
引用
收藏
页码:1266 / 1271
页数:6
相关论文
共 50 条
  • [41] RADICAL CHANGE IN MACHINERY MAINTENANCE - A MATURITY MODEL OF MAINTENANCE USING ELEMENTS OF INDUSTRY 4.0
    Poor, Peter
    Zenisek, David
    Basl, Josef
    INNOVATION AND TRANSFORMATION IN A DIGITAL WORLD (IDIMT-2019), 2019, 48 : 67 - 74
  • [42] Barriers of HACCP implementation in the hospitality industry in Taiwan
    Cheng, Wei-Ling
    Tsai, Hsien-Tang
    Yeh, Shang-Pao
    Huang, Shi-Zheng
    Journal of Quality, 2015, 22 (04): : 321 - 335
  • [43] Lean implementation barriers in the apparel industry in Bangladesh
    Bashar, Abul
    Hasin, Ahsan Akhtar
    Sakib, Md. Nazmus
    Bashar, Nabila Binta
    INTERNATIONAL JOURNAL OF LEAN SIX SIGMA, 2024, 15 (04) : 906 - 924
  • [44] Barriers to safety program implementation in the construction industry
    Buniya, Mohanad K.
    Othman, Idris
    Sunindijo, Riza Yosia
    Kineber, Ahmed Farouk
    Mussi, Eveline
    Ahmad, Hayroman
    AIN SHAMS ENGINEERING JOURNAL, 2021, 12 (01) : 65 - 72
  • [45] Predictive Maintenance of Machinery with Rotating Parts Using Convolutional Neural Networks
    Apeiranthitis, Stamatis
    Zacharia, Paraskevi
    Chatzopoulos, Avraam
    Papoutsidakis, Michail
    ELECTRONICS, 2024, 13 (02)
  • [46] Problems and Barriers Affecting Total Productive Maintenance Implementation
    Munir, Muhammad Adeel
    Zaheer, Mansoor Ali
    Haider, Mustafa
    Rafique, Muhammad Zeeshan
    Rasool, Muhammad Anas
    Amjad, Muhammad Saad
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2019, 9 (05) : 4818 - 4823
  • [47] PREDICTIVE MAINTENANCE THROUGH VIBRATION AND NOISE MONITORING OF PLANT AND MACHINERY.
    Central Mechanical Engineering, Research Inst, Durgapur, India, Central Mechanical Engineering Research Inst, Durgapur, India
    Journal of the Institution of Engineers. India. Interdisciplinary and General Engineering, 1985, 65 : 84 - 89
  • [48] PERIODIC AND CONTINUOUS VIBRATION MONITORING FOR PREVENTIVE PREDICTIVE MAINTENANCE OF ROTATING MACHINERY
    LAWS, WC
    MUSZYNSKA, A
    JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 1987, 109 (02): : 159 - 167
  • [49] THE PREDICTIVE MAINTENANCE CONCEPT IN THE MAINTENANCE DEPARTMENT OF THE "INDUSTRY 4.0" PRODUCTION ENTERPRISE
    Duc Tran Anh
    Dabrowski, Karol
    Skrzypek, Katarzyna
    FOUNDATIONS OF MANAGEMENT, 2018, 10 (01) : 283 - 292
  • [50] INSTITUTIONAL BARRIERS TO POLICY REFORM IN EGYPT - THE CASE OF THE AGRICULTURAL MACHINERY INDUSTRY
    KERR, JM
    WORLD DEVELOPMENT, 1994, 22 (06) : 877 - 888