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US Patent 10221671 MSE based drilling optimization using neural network simulaton

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Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
10221671
Date of Patent
March 5, 2019
Patent Application Number
14799753
Date Filed
July 15, 2015
Patent Citations Received
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US Patent 12079729 Information processing device and information processing method
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4
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US Patent 12071844 Multi-agent drilling decision system and method
5
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US Patent 11480049 Drilling mode sequence control
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US Patent 11521070 Information processing device and information processing method
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US Patent 10428638 System and method for controlling a drilling machine
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US Patent 10900343 Control systems and methods to enable autonomous drilling
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US Patent 11280173 Control systems and methods to enable autonomous drilling
...
Patent Primary Examiner
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Christian Chace
Patent abstract

The method disclosed receives a data stream from an MWD system and determines the response of a specific energy (SE) relationship and a rate of penetration (ROP) relationship respectively to variables controllable by the operator, in order to enable operation at a lowest SE, or a highest Rate-of-Penetration (ROP) to SE ratio. The method utilizes artificial neural networks trained by MWD data to deduce a depth-of-cut and torque based on relationships manifesting between the various data points collected, and an SE equation and a predicted ROP is evaluated over a series of probable operating points. The method continuously gathers and analyzes MWD data during the drilling operation and allows an operator to manage the controllable parameters such that operation at the lowest SE or highest ROP or ROP to SE ratio can be achieved during the drilling operation.

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