Lubricating Grease Leakage Detection of Furnace Centralized Lubrication Station Based on CNN
Aannealing furnace is the main process equipment of cold rolled strip production line.Currently,a dual line dry oil lubrication system(centralized lubrication station)is commonly used in China to ensure the lubrication effect of the furnace roller bearings.In order to improve the reliability of the centralized lubrication station,this article uses CNN to detect grease leakage in the lubrication pipeline.Firstly,collect images of oil leaks from multiple locations in the pipeline and divide the samples.Then construct an image recognition binary classification model for lubricating grease leakage detection based on CNN.Finally,train and save the best model to drive the optimal model to detect the centralized lubrication station in real-time.This method can improve the efficiency of centralized lubrication station pipeline inspection,enhance reliability,and provide new ideas for intelligent health management of annealing furnace equipment.
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