Smart Factories in the Era of Industry 4.0: Convergence of IoT and Cyber-Physical Systems for Intelligent Automation, Connectivity, and Resilient Manufacturing
- DOI
- 10.2991/978-94-6463-914-8_17How to use a DOI?
- Keywords
- Industry 4.0; Smart Manufacturing; Cyber-Physical Systems; Internet of Things; Intelligent Automation; Digital Twin; Predictive Maintenance
- Abstract
The convergence of Internet of Things (IoT) and Cyber-Physical Systems (CPS) represents a transformative paradigm in modern manufacturing, establishing the foundation for Industry 4.0 smart factories. This paper presents a comprehensive framework for intelligent automation that integrates real-time data acquisition, predictive analytics, and adaptive control mechanisms to enhance manufacturing efficiency and resilience. We propose a hierarchical architecture comprising five interconnected layers addressing sensing and actuation, edge computing, fog computing, cloud analytics, and enterprise integration. Our framework addresses critical challenges including interoperability, security, scalability, and real-time decision-making. Through simulation studies and theoretical analysis using real-world manufacturing datasets totaling over 10 million data points, we demonstrate that the proposed framework achieves 34% improvement in Overall Equipment Effectiveness (OEE), 42% reduction in unplanned downtime, and 28% enhancement in energy efficiency compared to traditional manufacturing systems. The research contributes a novel multi-agent coordination protocol employing game-theoretic consensus mechanisms for distributed manufacturing environments and introduces adaptive ensemble machine learning algorithms achieving 94.8% accuracy in predictive maintenance. Implementation considerations, including comprehensive cybersecurity measures and standardization requirements, are thoroughly examined to facilitate practical deployment in industrial settings.
- Copyright
- © 2025 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - K. P. Arjun AU - V. Smitha PY - 2025 DA - 2025/12/24 TI - Smart Factories in the Era of Industry 4.0: Convergence of IoT and Cyber-Physical Systems for Intelligent Automation, Connectivity, and Resilient Manufacturing BT - Proceedings of the International Conference on Operations & Supply Chain Management 2025 (ICOSCM 2025) PB - Atlantis Press SP - 261 EP - 270 SN - 2352-5428 UR - https://doi.org/10.2991/978-94-6463-914-8_17 DO - 10.2991/978-94-6463-914-8_17 ID - Arjun2025 ER -