The invention relates to the technical field of detection of toner
cartridge powder, and discloses a method and a
system for improving the uniformity of toner
cartridge powder, which are used for continuously sampling
powder flow to obtain a real-time
weight distribution matrix. And when abnormal flow is detected,
noise is eliminated, processed data are input into a
fuzzy PID controller, and feeding parameters are dynamically adjusted. Meanwhile, powder is promoted to be uniformly dispersed in combination with a vibration
frequency modulation technology, and a
weight change trend is predicted by utilizing a long-short-
term memory network
algorithm. In addition, the method further comprises an
anomaly detection and fault diagnosis mechanism,
control parameters are continuously adjusted through closed-
loop optimization, and finally a batch quality tracing
system is established. By means of the method, the precision and consistency of toner
cartridge powder conveying can be effectively improved, and
intelligent control and
quality management in the production process are achieved.