IMPROVED FLUID DISPENSING PROCESS CONTROL USING MACHINE LEARNING AND SYSTEM IMPLEMENTING THE SAME

Abstract: 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.

Inventor(s): Alan R. LEWIS, Cutler CROWELL, III, Michael GORMAN, Akira MORITA

CPC Classification: B05B12/082 (SPRAYING APPARATUS; ATOMISING APPARATUS; NOZZLES (spray-mixers with nozzles ; processes for applying liquids or other fluent materials to surfaces by spraying ))

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