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Catalyzing industrial evolution: A dynamic maintenance framework for maintenance 4.0 optimization

  • Mario Di Nardo
  • , Murino Teresa
  • , Cammardella Assunta
  • , Jing Wu
  • , Mengchu Song
  • University of Naples Federico II

Research output: Contribution to journalJournal articleResearchpeer-review

Abstract

The concept of Maintenance 4.0 represents a transformative shift in industrial maintenance practices, leveraging cutting-edge technologies within the broader framework of Industry 4.0. This paradigm aims to revolutionize the planning, execution, and monitoring of maintenance tasks by integrating artificial intelligence, machine learning, big data analytics, the Internet of Things (IoT), and predictive analytics. The resulting holistic approach enhances equipment longevity, minimizes downtime, optimizes maintenance schedules, and improves overall process efficiency and cost-effectiveness for organizations.
This study focuses on developing a novel dynamic maintenance framework that expands upon the traditional moving horizon approach. The primary objective is to categorize individual proactive maintenance (PM) activities within the planning horizon into PM groups, thereby establishing a fixed system maintenance schedule. This innovation not only improves practical implementation in the industry but also contributes to theoretical advancements.
The distinctive advantage of this methodology lies in its capacity to dynamically revise upkeep data, significantly reducing the likelihood of operational failure. By bridging the gap between theory and application, this research contributes to the ongoing evolution of Maintenance 4.0, offering a more proactive, intelligent, and data-driven approach to industrial maintenance.

Original languageEnglish
Article number110469
JournalComputers and Industrial Engineering
Volume196
Number of pages16
ISSN0360-8352
DOIs
Publication statusPublished - 2024

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure

Keywords

  • Maintenance 4.0
  • Failure
  • Industry
  • Dynamic maintenance
  • Production system

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