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    • 1. 发明授权
    • Method of reservoir characterization and delineation based on observations of displacements at the earth's surface
    • 基于地球表面位移观测的储层表征和描绘方法
    • US08355873B2
    • 2013-01-15
    • US11288826
    • 2005-11-29
    • Ali MeseSyed HamidDingding ChenHarry D. Smith, Jr.John HowardNeal Skinner
    • Ali MeseSyed HamidDingding ChenHarry D. Smith, Jr.John HowardNeal Skinner
    • G01V9/00
    • G01V11/00
    • Reservoir characterization based on observations of displacements at the earth's surface. One method of characterizing a reservoir includes the steps of: detecting a response of the reservoir to a stimulus, the stimulus causing a pressure change in the reservoir; and determining a characteristic of the reservoir from the response to the stimulus. The response may be the pressure change which varies periodically over time, or a set of displacements of a surface of the earth. In another example, a method includes the steps of: detecting a set of displacements of the earth's surface corresponding to a pressure change in the reservoir; and determining a characteristic of the reservoir from the surface displacements. In yet another example, a method includes the steps of: detecting a set of displacements of the earth's surface corresponding to a change in volume of the reservoir; and determining a characteristic of the reservoir from the surface displacements.
    • 基于地球表面位移观测的油藏特征。 表征储层的一种方法包括以下步骤:检测储层对刺激的响应,所述刺激导致储层中的压力变化; 以及从所述刺激的响应确定所述储层的特性。 响应可以是随时间周期性地变化的压力变化或地球表面的一组位移。 在另一示例中,一种方法包括以下步骤:检测对应于储层中的压力变化的地球表面的一组位移; 以及从表面位移确定储层的特征。 在又一示例中,一种方法包括以下步骤:检测对应于储层体积变化的地球表面的一组位移; 以及从表面位移确定储层的特征。
    • 2. 发明授权
    • Ensembles of neural networks with different input sets
    • 具有不同输入集的神经网络的集合
    • US07613665B2
    • 2009-11-03
    • US11165892
    • 2005-06-24
    • Dingding ChenJohn A. QuireinHarry D. Smith, Jr.Syed HamidJeffery L. Grable
    • Dingding ChenJohn A. QuireinHarry D. Smith, Jr.Syed HamidJeffery L. Grable
    • G06E1/00G06E3/00
    • G06N3/0454G06N3/086
    • Methods of creating and using robust neural network ensembles are disclosed. Some embodiments take the form of computer-based methods that comprise receiving a set of available inputs; receiving training data; training at least one neural network for each of at least two different subsets of the set of available inputs; and providing at least two trained neural networks having different subsets of the available inputs as components of a neural network ensemble configured to transform the available inputs into at least one output. The neural network ensemble may be applied as a log synthesis method that comprises: receiving a set of downhole logs; applying a first subset of downhole logs to a first neural network to obtain an estimated log; applying a second, different subset of the downhole logs to a second neural network to obtain an estimated log; and combining the estimated logs to obtain a synthetic log.
    • 公开了创建和使用鲁棒神经网络集合的方法。 一些实施例采用基于计算机的方法的形式,其包括接收一组可用输入; 接收培训数据; 为所述一组可用输入中的至少两个不同子集中的每一个训练至少一个神经网络; 以及提供至少两个经训练的神经网络,其具有可用输入的不同子集,作为被配置为将可用输入转换成至少一个输出的神经网络集合的组件。 神经网络集合可以作为对数合成方法应用,包括:接收一组井下测井; 将第一个井下日志子集应用于第一神经网络以获得估计的对数; 将第二个不同的井下日志子集应用于第二神经网络以获得估计的对数; 并组合估计的日志以获得合成日志。
    • 5. 发明授权
    • Fluid separator with smart surface
    • 具有智能表面的流体分离器
    • US08211284B2
    • 2012-07-03
    • US12266293
    • 2008-11-06
    • Syed HamidBeegamudre N. MuraliHarry D. Smith, Jr.
    • Syed HamidBeegamudre N. MuraliHarry D. Smith, Jr.
    • C02F1/46
    • B03C9/00B03C5/02B03C2201/02
    • A separating system for separating a fluid mixture incorporates a smart surface having reversibly switchable properties. A voltage is selectively applied to the smart surface to attract or repel constituents of a fluid mixture, such as oil and water produced from a hydrocarbon well. The smart surface can be used in a conditioner to increase droplet size prior to entering a conventional separator, or the smart surface and other elements of the invention can be incorporated into an otherwise conventional separator to enhance separation. In a related aspect, a concentration sensor incorporating smart surfaces senses concentration of the fluid mixture's constituents.
    • 用于分离流体混合物的分离系统包括具有可逆切换特性的智能表面。 选择性地将电压施加到智能表面以吸引或排斥诸如由烃井产生的油和水的流体混合物的成分。 智能表面可以在调节剂中用于在进入常规分离器之前增加液滴尺寸,或者将本发明的智能表面和其它元件并入另外常规的分离器中以增强分离。 在相关方面,包含智能表面的浓度传感器感测流体混合物组分的浓度。
    • 9. 发明授权
    • Fluid separator with smart surface
    • 具有智能表面的流体分离器
    • US08449750B2
    • 2013-05-28
    • US13440281
    • 2012-04-05
    • Syed HamidBeegamudre N. MuraliHarry D. Smith, Jr.
    • Syed HamidBeegamudre N. MuraliHarry D. Smith, Jr.
    • C02F1/46
    • B03C9/00B03C5/02B03C2201/02
    • A separating system for separating a fluid mixture incorporates a smart surface having reversibly switchable properties. A voltage is selectively applied to the smart surface to attract or repel constituents of a fluid mixture, such as oil and water produced from a hydrocarbon well. The smart surface can be used in a conditioner to increase droplet size prior to entering a conventional separator, or the smart surface and other elements of the invention can be incorporated into an otherwise conventional separator to enhance separation. In a related aspect, a concentration sensor incorporating smart surfaces senses concentration of the fluid mixture's constituents.
    • 用于分离流体混合物的分离系统包括具有可逆切换特性的智能表面。 选择性地将电压施加到智能表面以吸引或排斥诸如由烃井产生的油和水的流体混合物的成分。 智能表面可以在调节剂中用于在进入常规分离器之前增加液滴尺寸,或者将本发明的智能表面和其它元件并入另外常规的分离器中以增强分离。 在相关方面,包含智能表面的浓度传感器感测流体混合物组分的浓度。
    • 10. 发明授权
    • Fluid separator with smart surface
    • 具有智能表面的流体分离器
    • US07462274B2
    • 2008-12-09
    • US10883368
    • 2004-07-01
    • Syed HamidBeegamudre N. MuraliHarry D. Smith, Jr.
    • Syed HamidBeegamudre N. MuraliHarry D. Smith, Jr.
    • C02F1/461
    • B03C9/00B03C5/02B03C2201/02
    • A separating system for separating a fluid mixture incorporates a smart surface having reversibly switchable properties. A voltage is selectively applied to the smart surface to attract or repel constituents of a fluid mixture, such as oil and water produced from a hydrocarbon well. The smart surface can be used in a conditioner to increase droplet size prior to entering a conventional separator, or the smart surface and other elements of the invention can be incorporated into an otherwise conventional separator to enhance separation. In a related aspect, a concentration sensor incorporating smart surfaces senses concentration of the fluid mixture's constituents.
    • 用于分离流体混合物的分离系统包括具有可逆切换特性的智能表面。 选择性地将电压施加到智能表面以吸引或排斥诸如由烃井产生的油和水的流体混合物的成分。 智能表面可以在调节剂中用于在进入常规分离器之前增加液滴尺寸,或者将本发明的智能表面和其它元件并入另外常规的分离器中以增强分离。 在相关方面,包含智能表面的浓度传感器感测流体混合物组分的浓度。