Binary classification of items of interest in a repeatable process

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United States of America Patent

PATENT NO 8925791
SERIAL NO

14264113

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Abstract

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A system includes host and learning machines. Each machine has a processor in electrical communication with at least one sensor. Instructions for predicting a binary quality status of an item of interest during a repeatable process are recorded in memory. The binary quality status includes passing and failing binary classes. The learning machine receives signals from the at least one sensor and identifies candidate features. Features are extracted from the candidate features, each more predictive of the binary quality status. The extracted features are mapped to a dimensional space having a number of dimensions proportional to the number of extracted features. The dimensional space includes most of the passing class and excludes at least 90 percent of the failing class. Received signals are compared to the boundaries of the recorded dimensional space to predict, in real time, the binary quality status of a subsequent item of interest.

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Patent Owner(s)

Patent OwnerAddress
GM GLOBAL TECHNOLOGY OPERATIONS LLCMICHIGAN MICHIGAN

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Abell, Jeffrey A Rochester Hills, US 36 262
Chakraborty, Debejyo Sterling Heights, US 28 124
Spicer, John Patrick Plymouth, US 45 276
Wang, Hui Highland, US 1115 8921
Wincek, Michael Anthony Rochester, US 7 79

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