Manufacturing Industry

The manufacturing industry is undergoing a significant transformation driven by the integration of advanced technologies and data-driven approaches to improve efficiency, quality, and safety. Current research focuses on applying machine learning, particularly convolutional neural networks (CNNs) and large language models (LLMs), to tasks such as defect detection, process optimization, and predictive maintenance, often leveraging federated learning for collaborative data analysis while addressing data scarcity through techniques like data augmentation. This research is crucial for enhancing productivity, reducing waste, and improving worker safety across various manufacturing sectors, from aerospace to biopharmaceuticals.