Invention Grant
- Patent Title: Automated model building and updating environment
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Application No.: US18049149Application Date: 2022-10-24
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Publication No.: US11928565B2Publication Date: 2024-03-12
- Inventor: Yining Dong , Alisha Deshpande , Yingying Zheng , Lisa Ann Brenskelle , Si-Zhao Qin
- Applicant: Chevron U.S.A. Inc. , University of Southern California
- Applicant Address: US CA San Ramon
- Assignee: Chevron U.S.A. Inc.
- Current Assignee: Chevron U.S.A. Inc.
- Current Assignee Address: US CA San Ramon
- Agent William N. Hughet; Melissa M. Hayworth; Ana C. Jaquez
- Main IPC: G06N20/00
- IPC: G06N20/00 ; G05B19/406 ; G05B19/408 ; G05B19/418 ; G06F9/445 ; G06F9/455 ; G06F9/54 ; G06F18/2135 ; G06F18/23 ; G06N7/00

Abstract:
Methods and systems for building and maintaining model(s) of a physical process are disclosed. One method includes receiving training data associated with a plurality of different data sources, and performing a clustering process to form one or more clusters. For each of the one or more clusters, the method includes building a data model based on the training data associated with the data sources in the cluster, automatically performing a data cleansing process on operational data based on the data model, and automatically updating the data model based on updated training data that is received as operational data. For data sources excluded from the clusters, automatic building, data cleansing, and updating of models can also be applied.
Public/Granted literature
- US20230252348A1 AUTOMATED MODEL BUILDING AND UPDATING ENVIRONMENT Public/Granted day:2023-08-10
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