US 12,117,799 B2
Systems, methods, and media for manufacturing processes
Andrew Sundstrom, Brooklyn, NY (US); Damas Limoge, Brooklyn, NY (US); Eun-Sol Kim, Cliffside Park, NJ (US); Vadim Pinskiy, Wayne, NJ (US); and Matthew C. Putman, Brooklyn, NY (US)
Assigned to Nanotronics Imaging, Inc., Cuyahoga Falls, OH (US)
Filed by Nanotronics Imaging, Inc., Cuyahoga Falls, OH (US)
Filed on Nov. 6, 2020, as Appl. No. 17/091,393.
Claims priority of provisional application 62/932,063, filed on Nov. 7, 2019.
Claims priority of provisional application 62/931,448, filed on Nov. 6, 2019.
Claims priority of provisional application 62/931,453, filed on Nov. 6, 2019.
Prior Publication US 2021/0132593 A1, May 6, 2021
Int. Cl. G05B 19/4155 (2006.01); G06T 7/00 (2017.01); G06T 7/73 (2017.01)
CPC G05B 19/4155 (2013.01) [G06T 7/0004 (2013.01); G06T 7/73 (2017.01); G05B 2219/31372 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/30164 (2013.01)] 10 Claims
OG exemplary drawing
 
1. A manufacturing system, comprising:
a plurality of stations, each station configured to perform at least one step in a multi-step manufacturing process for a component; and
a control module configured to dynamically adjust processing parameters of a step of the multi-step manufacturing process to achieve a desired final quality metric for the component, the control module configured to perform operations, comprising:
receiving image data of tooling of a first station of the plurality of stations;
identifying a set of keypoints from the image data, the set of keypoints corresponding to position information of the tooling during processing at the first station;
determining, by a machine learning model, a final quality metric for the component, based on the set of keypoints, wherein the final quality metric is a metric associated with the component that cannot be measured until processing of the component in the multi-step manufacturing process is complete;
determining that the final quality metric is not within a threshold tolerance from a nominal final quality metric; and
based on determining that the final quality metric is not within the threshold tolerance from the nominal final quality metric, updating processing parameters of subsequent stations in the multi-step manufacturing process.