DATA AUGMENTATION FOR ENGINEERING SCHEMATIC TRAINING DATA USED WITH MACHINE LEARNING MODELS

DATA AUGMENTATION FOR ENGINEERING SCHEMATIC TRAINING DATA USED WITH MACHINE LEARNING MODELS

A method includes obtaining training data having at least one training engineering schematic containing multiple known symbols, where different ones of the known symbols represent different types of equipment. The method also includes augmenting the training data with at least one additional trainin...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Delgoshaie, Amir H, Mani, Shouvik, Zhang, Zhaoxi, Lin, Chih-Hsu
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
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Beschreibung
Zusammenfassung:A method includes obtaining training data having at least one training engineering schematic containing multiple known symbols, where different ones of the known symbols represent different types of equipment. The method also includes augmenting the training data with at least one additional training engineering schematic having at least one synthetic schematic, where the at least one synthetic schematic contains additional known symbols. The method further includes training at least one machine learning model using the training data including the at least one training engineering schematic and the at least one additional training engineering schematic.