Invention Grant
- Patent Title: Production equipment including machine learning system and assembly and test unit
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Application No.: US15281032Application Date: 2016-09-29
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Publication No.: US09934470B2Publication Date: 2018-04-03
- Inventor: Taku Sasaki
- Applicant: FANUC CORPORATION
- Applicant Address: JP Yamanashi
- Assignee: FANUC CORPORATION
- Current Assignee: FANUC CORPORATION
- Current Assignee Address: JP Yamanashi
- Agency: Hauptman Ham, LLP
- Priority: JP2015-193852 20150930
- Main IPC: G06N99/00
- IPC: G06N99/00 ; G06F17/10 ; G06F17/16 ; G06N5/04 ; G06N3/04

Abstract:
Production equipment according to an embodiment of the present invention includes a machine learning system and an assembly and test unit. The assembly and test unit chooses components from component groups having different characteristic values, assembles the chosen components into a product, and tests the assembled product. The machine learning system includes a state observer for observing a test result of the product and the inventory amounts of the components grouped based on the characteristic values of the components; a reward calculator for calculating a reward based on the test result and the inventory amounts; an artificial intelligence for determining an action value based on an observation result by the state observer and the reward calculated by the reward calculator; and a decision maker for choosing components to be used in the next product assembly from the component groups based on a determination result by the artificial intelligence.
Public/Granted literature
- US20170091675A1 PRODUCTION EQUIPMENT INCLUDING MACHINE LEARNING SYSTEM AND ASSEMBLY AND TEST UNIT Public/Granted day:2017-03-30
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