发明名称 DATA-DRIVEN ANALYTICS, PREDICTIVE MODELING & OPTIMIZATION OF HYDRAULIC FRACTURING IN MARCELLUS SHALE
摘要 A computer system, comprising: one or more processors; and a memory coupled to the one or more processors, wherein the computer system is programmed with a set of computer- readable instructions configured to implement a method for determining a drill site in a shale, tight gas sands, coal bed methane or other unconventional well field for an oil or gas well and one or more parameter settings therefor, the computer-readable instructions comprising: one or more data mining instructions for data mining of a first part of a set of measurement or objective data parameters from existing oil or gas wells in the well field that, when executed, produce a ranking of each parameter and its respective effect on oil or gas well production from the well field; one or more training instructions that, when executed, produce a model comprising an artificial neural network (ANN) trained with the first part of the set of measurement or objective data parameters and/or the ranking that is useful for producing a group of optimized settings for one or more of the parameters for an estimated maximum output from one or more locations in the well field; and one or more calibration and/or validation instructions that, when executed, calibrate and/or validate the model using a second part of the set of measurement or objective data parameters from existing oil or gas wells in the well field.
申请公布号 WO2014146004(A2) 申请公布日期 2014.09.18
申请号 WO2014US30873 申请日期 2014.03.17
申请人 INTELLIGENT SOLUTIONS, INC. 发明人 MOHAGHEGH, SHAHAB, D.
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