SYSTEM CONTROL BASED ON ACOUSTIC AND IMAGE SIGNALS

An example system includes at least one acoustic sensor and one optical sensor to monitor a thermal spray system controlled by a plurality of control parameters and performing a process associated with a plurality of process outputs. The system includes a computing device including a machine learnin...

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Main Authors Zimmerman, Benjamin, Marcon, Andrea, Blair, Taylor K, Sweet, Marshall Louis, Cybulsky, Michael
Format Patent
LanguageEnglish
French
German
Published 14.02.2024
Subjects
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Abstract An example system includes at least one acoustic sensor and one optical sensor to monitor a thermal spray system controlled by a plurality of control parameters and performing a process associated with a plurality of process outputs. The system includes a computing device including a machine learning module and a control module. The machine learning module is configured to determine, based on at least the plurality of control parameters, an at least one time-dependent acoustic data signal, an at least one image data signal, and the plurality of process outputs, a relationship between the plurality of control parameters and the plurality of process outputs by machine learning. The control module is configured to control the thermal spray system to adjust the plurality of process outputs toward a plurality of respective operating ranges.
AbstractList An example system includes at least one acoustic sensor and one optical sensor to monitor a thermal spray system controlled by a plurality of control parameters and performing a process associated with a plurality of process outputs. The system includes a computing device including a machine learning module and a control module. The machine learning module is configured to determine, based on at least the plurality of control parameters, an at least one time-dependent acoustic data signal, an at least one image data signal, and the plurality of process outputs, a relationship between the plurality of control parameters and the plurality of process outputs by machine learning. The control module is configured to control the thermal spray system to adjust the plurality of process outputs toward a plurality of respective operating ranges.
Author Zimmerman, Benjamin
Marcon, Andrea
Cybulsky, Michael
Sweet, Marshall Louis
Blair, Taylor K
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DocumentTitleAlternate COMMANDE DE SYSTÈME BASÉE SUR DES SIGNAUX ACOUSTIQUES ET D'IMAGES
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RelatedCompanies Rolls-Royce Corporation
Commonwealth Center for Advanced Manufacturing
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Snippet An example system includes at least one acoustic sensor and one optical sensor to monitor a thermal spray system controlled by a plurality of control...
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SubjectTerms APPLYING LIQUIDS OR OTHER FLUENT MATERIALS TO SURFACES, IN GENERAL
ATOMISING APPARATUS
CONTROL OR REGULATING SYSTEMS IN GENERAL
CONTROLLING
FUNCTIONAL ELEMENTS OF SUCH SYSTEMS
MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS ORELEMENTS
NOZZLES
PERFORMING OPERATIONS
PHYSICS
REGULATING
SPRAYING APPARATUS
SPRAYING OR ATOMISING IN GENERAL
TRANSPORTING
Title SYSTEM CONTROL BASED ON ACOUSTIC AND IMAGE SIGNALS
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