A Study on Predictive Analysis of Comprehensive Failure Levels of Equipment in Production Lines of Intelligent Manufacturing Projects
Year: 2025
Type: conference-paper
Abstract: Intelligent manufacturing engineering production line equipment has many components with complex structure, and the faults presented are mostly compound faults, which not only directly affect the safety of production line equipment operation, but also directly affect the precision of processed workpieces. Intelligent manufacturing production line equipment operation management and maintenance to take advance effective failure degree prediction analysis, develop targeted operation and maintenance planning program, carry out failure prediction preventive maintenance, proposed a method based on intelligent manufacturing engineering production line equipment failure degree prediction analysis. Due to the difficulty of obtaining fault data in the actual operation and maintenance process of intelligent manufacturing engineering production line equipment in terms of temporality, nonlinearity and a large number of fault data samples, it is proposed to establish a fault simulation model by Multisim, expand the fault data set, construct a fault degree prediction and analysis model based on the failure degree of intelligent manufacturing engineering production line equipment, identify and predict the failure degree of the intelligent manufacturing engineering production line equipment; and in the intelligent manufacturing The effectiveness of the proposed method is verified in the actual operation and maintenance of production line equipment of intelligent manufacturing engineering.
Authors: Weimin Yan, Jinjing Guo, Yangqi Han, Aiju Li, Na Zhang, Yuancheng You
Institution: Chongqing College of Architecture and Technology
Language: English
Subfield: Safety, Risk, Reliability and Quality
Field: Engineering
Domain: Physical Sciences
Open Access status: gold
OpenAlex ID: W4414307292