Description
Digital Twin for Smart Manufacturing: Emerging Approaches and Applications provides detailed descriptions on how to integrate and optimize novel digital technologies for smart manufacturing. The book discusses digital twins, which combine the industrial internet of things, artificial intelligence, machine learning and software analytics with spatial network graphs to create living digital simulation models that update and change as their physical counterparts change. In addition, they provide an effective way to integrate technologies like cyber-physical systems into a smart manufacturing system, potentially optimizing the entire business process and operating procedure of the manufacturing firm.Drawing on the latest research, the book addresses the topics and technologies key to successful implementation of a smart manufacturing system, including augmented and virtual reality, big data and energy management. Broader subjects such as additive manufacturing and robotics are also covered in this context, covering every aspect of production.- Includes detailed case studies that show how digital twins have been successfully implemented- Shows how digital twins can be used to improve sustainability through superior energy usage management- Outlines potential future uses of the digital twin, thus pointing the way for future research directions
Table of Contents
1. Digital twin and digital twin2. Knowledge-driven digital twin manufacturing3. Digital twin and artificial intelligence in industries4. Artificial intelligence5. Industry 4.0: survey of digital twin in smart manufacturing and smart cities6. Digital twins and artificial intelligence: transforming industrial operations7. The convergence of digital twin, Internet of Things, and artificial intelligence: digital smart farming8. Digital twin meets artificial intelligence: AI-augmented industrial automation systems using intelligent digital twins9. Digital twin technologies for automated vehicles in smart healthcare systems10. Impact of Internet of Things and digital twin on manufacturing era11. Fault diagnosis in digital twin manufacturing12. Potential applications of digital twin technology in virtual factory13. Digital twins in precision agriculture monitoring using artificial intelligence14. Digital twins and cyber-physical system for smart factory
