Patent ID: 11940782
Assignee: SIEMENS AKTIENGESELLSCHAFT
Field: Control (Instruments)
Classification: CPC G  Y | IPC G

Claim 15:
16. A product performance prediction modeling apparatus, comprising:
a sample acquisition module configured to acquire first sample data, the first sample data including device outlier data generated in a process of manufacturing a product by a device;
a parameter acquisition module configured to acquire product information and a production line configuration simulation parameter of a production line relating to location of the device, the product information being product information of the product manufactured by the production line;
a performance simulation module configured to select a product performance simulation model to perform a simulation test on a performance of the to obtain product performance simulation data, wherein the product performance simulation model is selected according to the device outlier data, the production line configuration simulation parameter and the product information; and
a modeling module configured to input the device outlier data, the production line configuration simulation parameter, the product information and the product performance simulation data into a machine learning model to perform machine learning training to obtain a product performance prediction model.