IMPROVED FLUID DISPENSING PROCESS CONTROL USING MACHINE LEARNING AND SYSTEM IMPLEMENTING THE SAME
Systems and methods for improved fluid dispensing process control using a machine learning tool are disclosed. In an example method, successive portions of viscous fluid are dispensed by a dispensing device according to operating parameters to train a machine learning tool to associate defect classi...
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Main Authors | , , , |
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Format | Patent |
Language | English |
Published |
02.03.2023
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Subjects | |
Online Access | Get full text |
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Summary: | Systems and methods for improved fluid dispensing process control using a machine learning tool are disclosed. In an example method, successive portions of viscous fluid are dispensed by a dispensing device according to operating parameters to train a machine learning tool to associate defect classifications with images of dispensed portions and/or operating parameters associated with dispensing the dispensed portions. The trained machine learning tool is then used in a closed loop fashion in production to detect and correct for defects associated with the dispensed portions to improve quality and production efficiency. |
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Bibliography: | Application Number: US202117904299 |