Robot polishing production line reliability evaluation method based on Stacking integrated learning framework

• Main Authors: YANG MAOLIN, JIANG PINGYU, YANG YUQIAN, YUE WEI, LI LAIYI
• Format: Patent
• Language: Chinese; English
• Published: 23.02.2024
• Subjects: CALCULATING; COMPUTING; COUNTING; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES; ELECTRIC DIGITAL DATA PROCESSING; PHYSICS; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR

A robot polishing production line reliability evaluation method based on a Stacking ensemble learning framework establishes a robot polishing production line reliability evaluation index set based on equipment, process, quality and other information during operation of a robot polishing production line at present and in a previous period of time, and performs a series of processes of data acquisition and processing, model training and use and the like. The stable operation capability of the production line is evaluated, and the reliability prediction of the robot polishing production line in the next period of time is completed, so that assistance is provided for the subsequent repair/maintenance decision of the production line; by using the method, a set of reliability evaluation process can be quickly established under the conditions that the production process of the robot polishing production line is long, the production condition is complex and the production reliability information is difficult to direc