Advanced Data Analytics for Smart Manufacturing
Strategies for Solving Industrial Challenges Using IIoT and Data
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It is a cutting-edge resource for engineers, data scientists, and industry leaders seeking to harness the power of data analytics in the age of Industry 4.0. With the rapid integration of Artificial Intelligence (AI), Machine Learning (ML), and Industrial Internet of Things (IIoT) technologies into manufacturing, this book provides the strategic and technical knowledge needed to optimize production, improve quality, and drive intelligent automation.
From predictive maintenance to real-time performance monitoring, this guide offers deep insights into how data analytics can be used to overcome persistent industrial challenges and unlock operational excellence.
• Explore how data analytics transforms traditional factories into smart manufacturing ecosystems, enabling data-driven decision-making across supply chains, production lines, and logistics networks.
• Understand the integration of IIoT devices and sensors with analytics platforms, providing the foundation for real-time monitoring, predictive insights, and performance optimization in complex manufacturing environments.
• Learn how AI and machine learning algorithms support predictive maintenance, detecting failures before they occur and minimizing unplanned downtime through proactive interventions driven by data.
• Gain strategic insights into implementing scalable analytics infrastructures, ensuring seamless data collection, storage, and analysis across large-scale industrial operations while maintaining security and integrity.
• Discover applications of industrial analytics in process optimization, including defect detection, energy efficiency, and adaptive control systems, all designed to improve product quality and reduce waste.
• Connect current industrial practices to the future of autonomous systems, exploring how artificial general intelligence and AI-driven automation are reshaping manufacturing workflows, labor efficiency, and system intelligence.
Whether you're modernizing your factory, leading a digital transformation initiative, or developing smart manufacturing solutions, this book equips you with the knowledge and tools to lead in the data-powered industrial era.
Details
- Publication Date
- Sep 4, 2025
- Language
- English
- ISBN
- 9781326164577
- Category
- Computers & Technology
- Copyright
- All Rights Reserved - Standard Copyright License
- Contributors
- By (author): Brian Anthony
Specifications
- Format
- EPUB