Invention Grant
- Patent Title: Cutter/rock interaction modeling
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Application No.: US16838649Application Date: 2020-04-02
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Publication No.: US11675325B2Publication Date: 2023-06-13
- Inventor: Yansong Huang , Paul Bolchover
- Applicant: Schlumberger Technology Corporation
- Applicant Address: US TX Sugar Land
- Assignee: Schlumberger Technology Corporation
- Current Assignee: Schlumberger Technology Corporation
- Current Assignee Address: US TX Sugar Land
- Agent Jeffrey D. Frantz
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G05B17/02 ; G05B23/02 ; G05B13/02 ; G06F16/9038 ; G06F16/9035 ; G05B13/04 ; G06F18/214 ; G06N3/045 ; G06V10/82 ; G06V20/13

Abstract:
A computer-implemented method may include receiving test data representing a cutter/rock interaction for a cutter/rock pair; calibrating an analytical model to represent the cutter/rock interaction mechanism for a cutter/rock pair; applying the calibrated analytical model to expand the test data to form one of a plurality of expanded test datasets; generating a first neural network model, of a plurality of first neural network models, representing cutter/rock interaction between a plurality of cutters of different cutter sizes and a particular rock type, wherein the first neural network is generated using the plurality of expanded test datasets as training input; generating a second neural network model using the plurality of first neural network models as training input, wherein the second neural network model represents non-tested cutter/rock interactions between a plurality of cutters of different cutter sizes and a plurality of rock types.
Public/Granted literature
- US20200320390A1 Cutter/Rock Interaction Modeling Public/Granted day:2020-10-08
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