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公开(公告)号:US20240412136A1
公开(公告)日:2024-12-12
申请号:US18736925
申请日:2024-06-07
Applicant: Samsung Electronics Co., Ltd.
Inventor: Mengting HE , Tao ZHANG , Bo WEI , Jing LUO , Xiaoyu HUANG , Mengfei TONG , Feng ZHU , Hojae LEE , Lihao LUO , Yifei YANG
IPC: G06Q10/0631 , G06Q50/04
Abstract: A Flexible Job Shop scheduling method includes: obtaining a shop scheduling state including at least one of a sequential order dependency relationship between job tasks being processed, a sequential order dependency relationship between operation steps in each job task of the job tasks, a processing/being processed relationship between the job tasks and machines, or mutual constraint relationships between the machines; representing the shop scheduling state as a state hypergraph; extracting a hypergraph-based job feature from the state hypergraph using a hypergraph neural network; and determining an action configured to change the shop scheduling state, wherein the action is determined according to the hypergraph-based job feature using a policy network.