Projekt
SMART PRINTING LABS: AI-ENABLED MANAGEMENT SYSTEMS
With the development of the printing technology toward automation and smartness, there is the emergence of Smart Printing Labs, areas that involve artificial intelligence (AI), Internet of Things (IoT), and cloud computing to form self-optimizing, data-driven production environments. The evidence in this paper is a fr…
With the development of the printing technology toward automation and smartness, there is the emergence of Smart Printing Labs, areas that involve artificial intelligence (AI), Internet of Things (IoT), and cloud computing to form self-optimizing, data-driven production environments. The evidence in this paper is a framework of AI-Enhanced Smart Printing Lab that can improve operational efficiency and predictive maintenance and managerial decision-making via built-in sensing, analytics, and control. The suggested system uses machine learning algorithms (convolutional neural networks (CNN), long short-term memory (LSTM), and reinforcement learning (RL)) to plan the workflow, identify defects, and control the process in a real-time manner. Data collection and cloud data synchronization with IoT guarantee the constant control of print parameters, allowing to predict faults and maximize energy consumption. Experimental evidence shows throughput increase by 24 percent, reduction of downtimes by 36 percent and 18 percent decrease in energy and 50 percent cut in defect rates respectively as compared to conventional configurations. The study brings in a modular scalable architecture in line with the principles of Industry 4.0 and sustainable manufacturing. The future work aims to develop this system further with the help of federated AI models and cross-facility learning networks, which facilitate joint intelligence in the distributed industrial setting.
Technologien
- Predictive Maintenance Predictive Maintenance – Überblick über Forschungsprojekte, Patente und Akteure im TechnologieAtlas.
- Maschinelles Lernen Maschinelles Lernen – Überblick über Forschungsprojekte, Patente und Akteure im TechnologieAtlas.
- Internet der Dinge Internet der Dinge – Überblick über Forschungsprojekte, Patente und Akteure im TechnologieAtlas.
Themengebiete
- Industrie 4.0 Industrie 4.0 – Überblick über Forschungsprojekte, Patente und Akteure im TechnologieAtlas.
- Klima und Umwelt Klima und Umwelt – Überblick über Forschungsprojekte, Patente und Akteure im TechnologieAtlas.
Hochschulen
- Chitkara University Chitkara University – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.
- Noida International University Noida International University – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innov…
- Sharda University Sharda University – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.
- University of Mumbai University of Mumbai – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.
- SATHYABAMA INSTITUTE OF SCIENCE AND TECHNOLOGY SATHYABAMA INSTITUTE OF SCIENCE AND TECHNOLOGY – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in For…
- MIT Art, Design and Technology University MIT Art, Design and Technology University – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschun…