The formula is the core lifeline of the enterprise. If it is not integrated into the system, there is a risk of data leakage. If it is not uploaded to the system, it is impossible to fully achieve the upgrade of intelligent manufacturing. Therefore, effective measures are needed to ensure the security and reliability of the formula data.?

It is difficult to conduct a full-process tracking of the batch. It is necessary to achieve forward and reverse traceability from raw materials to finished products.?

The production scheduling is frequent, with small batch and multiple variety production. It is difficult to respond quickly to changes in orders.?

Compliance-driven real-time data collection, including environmental protection (VOCs emission monitoring), safety (reactor temperature/pressure warning), etc., requires automatic collection and association with work orders to avoid compliance risks caused by human error in manual recording.?

Cross-departmental collaboration and data sharing. The production process involves multiple departments such as procurement, production, quality inspection, warehousing, and sales. There is a serious phenomenon of information silos among these departments, and data transmission is not timely or accurate, which affects production efficiency and the accuracy of decision-making.