The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 31, 2024

Filed:

Jul. 14, 2022
Applicant:

Ian Wilkins, Boulder, CO (US);

Inventor:

Ian Wilkins, Boulder, CO (US);

Assignee:

Ricoh Company, Ltd., Tokyo, JP;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
B41J 2/045 (2006.01); G06K 15/00 (2006.01); G06K 15/02 (2006.01); G06K 15/10 (2006.01);
U.S. Cl.
CPC ...
B41J 2/0451 (2013.01); B41J 2/04586 (2013.01); G06K 15/027 (2013.01); G06K 15/102 (2013.01); G06K 15/408 (2013.01);
Abstract

Systems and methods are provided for print quality management. One embodiment is a system for identifying print quality at a printer. The system includes a memory that stores reference data for nozzles of a printer, and a controller. The controller is configured to acquire measurement data after operation of the nozzles, calculate differences between the reference data and the measurement data, apply the differences as an input to an isolation forest, operate the isolation forest to determine isolation values for the nozzles, identify nozzles having more than a threshold amount of deviation from the reference data based on the isolation values, and generate a report flagging the identified nozzles for maintenance.


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