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    • 1. 发明授权
    • Method, system and apparatus for modeling production system network uncertainty
    • 生产系统网络不确定性建模方法,系统和设备
    • US08756038B2
    • 2014-06-17
    • US12897029
    • 2010-10-04
    • David J. RossiMarcus Suzart Ungaretti Rossi
    • David J. RossiMarcus Suzart Ungaretti Rossi
    • G06F7/60G06G7/48
    • E21B43/00
    • Embodiments of the present disclosure include a method that includes creating a deterministic model representing a production system. The model may include one or more inputs and parameters that are not deterministically known, and one or more outputs. A prior probability density function may be used to determine a prior uncertainty, and a measurement related to a first of the outputs may be obtained. The method may also include determining a posterior probability density function using the prior probability density function, the measurement, and a conditional probability density function. Embodiments of the present disclosure also include a computer-readable medium having a set of computer-readable instructions residing thereon that, when executed, perform acts comprising the foregoing method. Embodiments of the present disclosure further include a computing device that includes a memory, one or more processors operatively coupled to the memory, and functionality operable by the processors to perform the foregoing method.
    • 本公开的实施例包括一种方法,其包括创建表示生产系统的确定性模型。 模型可以包括一个或多个不是确定性地知道的输入和参数,以及一个或多个输出。 可以使用先验概率密度函数来确定先前的不确定性,并且可以获得与第一输出有关的测量。 该方法还可以包括使用先验概率密度函数,测量和条件概率密度函数来确定后验概率密度函数。 本公开的实施例还包括具有驻留在其上的一组计算机可读指令的计算机可读介质,当执行时,执行包括前述方法的动作。 本公开的实施例还包括计算设备,其包括存储器,可操作地耦合到存储器的一个或多个处理器以及由处理器可操作以执行前述方法的功能。
    • 2. 发明授权
    • Integrated reservoir optimization
    • 集成油库优化
    • US07953585B2
    • 2011-05-31
    • US11714033
    • 2007-03-05
    • Omer M. GurpinarDavid J. RossiVidya B. VermaPhilip W. Pantella
    • Omer M. GurpinarDavid J. RossiVidya B. VermaPhilip W. Pantella
    • G06F19/00
    • E21B43/00E21B49/00G01V11/00G01V2210/612G06Q10/06Y02P90/84
    • A method of managing a fluid or gas reservoir is disclosed which assimilates diverse data having different acquisition time scales and spatial scales of coverage for iteratively producing a reservoir development plan that is used for optimizing an overall performance of a reservoir. The method includes: (a) generating an initial reservoir characterization, (b) from the initial reservoir characterization, generating an initial reservoir development plan, (c) when the reservoir development plan is generated, incrementally advancing and generating a capital spending program, (d) when the capital spending program is generated, monitoring a performance of the reservoir by acquiring high rate monitor data from a first set of data measurements taken in the reservoir and using the high rate monitor data to perform well-regional and field-reservoir evaluations, (e) further monitoring the performance of the reservoir by acquiring low rate monitor data from a second set of data measurements taken in the reservoir, (f) assimilating together the high rate monitor data and the low rate monitor data, (g) from the high rate monitor data and the low rate monitor data, determining when it is necessary to update the initial reservoir development plan to produce a newly updated reservoir development plan, (h) when necessary, updating the initial reservoir development plan to produce the newly updated reservoir development plan, and (i) when the newly updated reservoir development plan is produced, repeating steps (c) through (h). A detailed disclosure is provided herein relating to the step (a) for generating the initial reservoir characterization and the step (b) for generating the initial reservoir development plan.
    • 公开了一种管理流体或气体储存器的方法,其吸收具有不同采集时间尺度和覆盖范围的不同数据,以迭代地产生用于优化储层的整体性能的储层开发计划。 该方法包括:(a)产生初始油藏特征描述,(b)从初始油藏特征描绘,产生初始油藏开发计划,(c)当油藏开发计划生成时,逐步推进并产生资本支出计划( d)当产生资本支出计划时,通过从在储层中采集的第一组数据测量中获取高速率监测数据并使用高速率监测数据进行区域性和油田储层评估,来监测油藏的性能 (e)通过从储层中采集的第二组数据测量获取低速率监测数据,进一步监测储层的性能,(f)将高速率监测数据和低速率监测数据同时吸收,(g)从 高速率监视数据和低速监视数据,确定何时需要更新初始油藏开发计划以产生新更新的储备 (h)必要时,更新初始水库开发计划,制定新更新的油藏开发计划,(i)当新更新的油藏开发计划生产时,重复步骤(c)至(h)。 本文提供了关于产生初始储层特征的步骤(a)和用于产生初始储层开发计划的步骤(b))的详细公开。
    • 3. 发明授权
    • Optimization of reservoir, well and surface network systems
    • 水库,井表面网络系统优化
    • US07434619B2
    • 2008-10-14
    • US10467275
    • 2002-02-04
    • David J. RossiJames J. Flynn
    • David J. RossiJames J. Flynn
    • E21B43/12
    • E21B43/12E21B2041/0028
    • A method and associated apparatus continuously optimizes reservoir, well and surface network systems by using monitoring data and downhole control devices to continuously change the position of a downhole intelligent control valve (ICV) (12) until a set of characteristics associated with the “actual” monitored data is approximately equal to, or is not significantly different than, a set of characteristics associated with “target” data that is provided by a reservoir simulator (32). A control pulse (18) having a predetermined signature is transmitted downhole thereby changing a position of the ICV. In response, a sensor (14) generates signals representing, “actual” monitoring data. A simulator (32) which models a reservoir layer provides “target” data. A computer apparatus (30) receives the “actual” data and the “target” data and, when the “actual” data is not approximately equal to the “target” data the computer apparatus (30) executes a “monitoring and control process” program code which changes the predetermined signature of the control pulse to a second and different predetermined signature. A new pulse having the second predetermined signature is transmitted downhole and the above process repeat until the “actual” data received by the computer apparatus (30) is approximately equal to the “target” data.
    • 一种方法和相关设备通过使用监测数据和井下控制装置不断地改变井下智能控制阀(ICV)(12)的位置,直到与“实际”相关联的一组特征,连续优化储层,井和地表网络系统, 所监视的数据大约等于或不显着不同于由油藏模拟器(32)提供的与“目标”数据相关联的一组特征。 具有预定签名的控制脉冲(18)在井下传输,从而改变ICV的位置。 作为响应,传感器(14)产生表示“实际”监视数据的信号。 对储层进行建模的模拟器(32)提供“目标”数据。 计算机装置(30)接收“实际”数据和“目标”数据,当“实际”数据近似等于“目标”数据时,计算机装置(30)执行“监视和控制处理” 程序代码,其将控制脉冲的预定签名改变为第二和不同的预定签名。 具有第二预定签名的新脉冲在井下传输,上述过程重复,直到由计算机装置(30)接收的“实际”数据近似等于“目标”数据。
    • 5. 发明授权
    • Depth determination system utilizing parameter estimation for a downhole
well logging apparatus
    • 利用井下测井装置参数估计的深度确定系统
    • US5019978A
    • 1991-05-28
    • US240025
    • 1988-09-01
    • Allen Q. Howard, Jr.David J. Rossi
    • Allen Q. Howard, Jr.David J. Rossi
    • E21B47/04
    • E21B47/04
    • Due to irregularities associated with the borehole of an oil well, a depth determination system for a well logging tool, suspended from a cable in the borehole of the oil well, produces a correction factor, which factor is added to or subtracted from a surface depth reading on a depth wheel, thereby yielding an improved indication of the depth of the tool in the borehole. The depth determination system includes an accelerometer on the tool, a depth wheel on the surface for producing a surface-correct depth reading, a computer for a well logging truck and a depth determination software stored in the memory of the computer. The software includes a novel parameter estimation routine for estimating the resonant frequency and the damping constant associated with the cable at different depths of the tool in the borehole. The resonant frequency and damping constant are input to a kalman filter, which produces the correction factor that is added to or subtracted from the depth reading on the depth wheel thereby producing a coherent depth of the well logging tool in the borehole of the oil well. Coherent depth is accurate over the processing window of downhole sensors, but not necessarily over the entire depth of the well. Thus over the processing window (which may be up to 10 m) as required by the tool software to estimate formation features, the distance between any two points in the processing window is accurately determined. No claim of depth accuracy relative to the surface of the earth is made.
    • 6. 发明申请
    • METHOD, SYSTEM AND APPARATUS FOR MODELING PRODUCTION SYSTEM NETWORK UNCERTAINTY
    • 用于建模生产系统网络不确定度的方法,系统和设备
    • US20110144965A1
    • 2011-06-16
    • US12897029
    • 2010-10-04
    • David J. ROSSIMarcus Suzart Ungaretti ROSSI
    • David J. ROSSIMarcus Suzart Ungaretti ROSSI
    • G06G7/48
    • E21B43/00
    • Embodiments of the present disclosure include a method that includes creating a deterministic model representing a production system. The model may include one or more inputs and parameters that are not deterministically known, and one or more outputs. A prior probability density function may be used to determine a prior uncertainty, and a measurement related to a first of the outputs may be obtained. The method may also include determining a posterior probability density function using the prior probability density function, the measurement, and a conditional probability density function. Embodiments of the present disclosure also include a computer-readable medium having a set of computer-readable instructions residing thereon that, when executed, perform acts comprising the foregoing method. Embodiments of the present disclosure further include a computing device that includes a memory, one or more processors operatively coupled to the memory, and functionality operable by the processors to perform the foregoing method.
    • 本公开的实施例包括一种方法,其包括创建表示生产系统的确定性模型。 模型可以包括一个或多个不是确定性地知道的输入和参数,以及一个或多个输出。 可以使用先验概率密度函数来确定先前的不确定性,并且可以获得与第一输出有关的测量。 该方法还可以包括使用先验概率密度函数,测量和条件概率密度函数来确定后验概率密度函数。 本公开的实施例还包括具有驻留在其上的一组计算机可读指令的计算机可读介质,当执行时,执行包括前述方法的动作。 本公开的实施例还包括计算设备,其包括存储器,可操作地耦合到存储器的一个或多个处理器以及由处理器可操作以执行前述方法的功能。
    • 7. 发明授权
    • Integrated reservoir optimization
    • 集成油库优化
    • US07478024B2
    • 2009-01-13
    • US11070457
    • 2005-03-02
    • Omer M. GurpinarDavid J. RossiVidya B. VermaPhilip W. Pantella
    • Omer M. GurpinarDavid J. RossiVidya B. VermaPhilip W. Pantella
    • G06F19/00
    • E21B43/00E21B49/00G01V11/00G01V2210/612G06Q10/06Y02P90/84
    • A method of managing a fluid or gas reservoir is disclosed which assimilates diverse data having different acquisition time scales and spatial scales of coverage for iteratively producing a reservoir development plan that is used for optimizing an overall performance of a reservoir. The method includes: (a) generating an initial reservoir characterization, (b) from the initial reservoir characterization, generating an initial reservoir development plan, (c) when the reservoir development plan is generated, incrementally advancing and generating a capital spending program, (d) when the capital spending program is generated, monitoring a performance of the reservoir by acquiring high rate monitor data from a first set of data measurements taken in the reservoir and using the high rate monitor data to perform well-regional and field-reservoir evaluations, (e) further monitoring the performance of the reservoir by acquiring low rate monitor data from a second set of data measurements taken in the reservoir, (f) assimilating together the high rate monitor data and the low rate monitor data, (g) from the high rate monitor data and the low rate monitor data, determining when it is necessary to update the initial reservoir development plan to produce a newly updated reservoir development plan, (h) when necessary, updating the initial reservoir development plan to produce the newly updated reservoir development plan, and (i) when the newly updated reservoir development plan is produced, repeating steps (c) through (h). A detailed disclosure is provided herein relating to the step (a) for generating the initial reservoir characterization and the step (b) for generating the initial reservoir development plan.
    • 公开了一种管理流体或气体储存器的方法,其吸收具有不同采集时间尺度和覆盖范围的不同数据,以迭代地产生用于优化储层的整体性能的储层开发计划。 该方法包括:(a)产生初始油藏特征描述,(b)从初始油藏特征描绘,产生初始油藏开发计划,(c)当油藏开发计划生成时,逐步推进并产生资本支出计划( d)当产生资本支出计划时,通过从在储层中采集的第一组数据测量中获取高速率监测数据并使用高速率监测数据进行区域性和油田储层评估,来监测油藏的性能 (e)通过从储层中采集的第二组数据测量获取低速率监测数据,进一步监测储层的性能,(f)将高速率监测数据和低速率监测数据同时吸收,(g)从 高速率监视数据和低速监视数据,确定何时需要更新初始油藏开发计划以产生新更新的储备 (h)必要时,更新初始水库开发计划,制定新更新的油藏开发计划,(i)当新更新的油藏开发计划生产时,重复步骤(c)至(h)。 本文提供了关于产生初始储层特征的步骤(a)和用于产生初始储层开发计划的步骤(b))的详细公开。
    • 8. 发明授权
    • Method and apparatus using multi-target tracking to analyze borehole images and produce sets of tracks and dip data
    • 使用多目标跟踪分析钻孔图像并产生轨迹和倾斜数据集的方法和装置
    • US06226595B1
    • 2001-05-01
    • US09253609
    • 1999-02-19
    • David J. RossiAlan S. Willsky
    • David J. RossiAlan S. Willsky
    • G01V318
    • G01V3/38
    • A Tracking Dip Estimator software including a novel Multi-Sine Tracking Software is adapted to be stored in a computer system memory for instructing a processor to produce a “first output” including a plurality of tracks in response to input borehole image data, and a “second output” including a plurality of “dip data” d in response to the plurality of tracks, the Tracking Dip Estimator software generating the “first output” and “second output” by: (1) pre-processing the input borehole image data with a Detector to output a plurality of image edge elements called “reports”, (2) using the reports as input to a Multi-Sine Tracking software that recursively develops a “first output” including a plurality of tracks, or a plurality of connected sets of track points, lying along sinusoidal dip events in the input borehole image data; the Multi-Sine Tracking software has embedded mathematical models for sinusoidal dip events, (3) using the “first output” plurality of tracks as input to a Best Fit software that determines a set of pure sine curves that best fit the respective plurality of connected sets of track points, and develops a “second output” including a plurality of “dip data d corresponding to the plurality of “first output” tracks.
    • 包括新颖的多正弦跟踪软件的跟踪倾倒估计器软件适于存储在计算机系统存储器中,用于指示处理器响应于输入的钻孔图像数据产生包括多个轨道的“第一输出”,并且“ 第二输出“包括响应于多个轨道的多个”倾斜数据“d,跟踪倾倒估计器软件通过以下步骤生成”第一输出“和”第二输出“:(1)预先处理输入的钻孔图像数据, 输出被称为“报告”的多个图像边缘元素的检测器,(2)使用报告作为递归地形成包括多个轨道的“第一输出”或多个连接的集合的多正弦跟踪软件的输入 的轨迹点,沿着输入井眼图像数据中的正弦陡度事件; 多正弦跟踪软件已经嵌入了用于正弦陡倾斜事件的数学模型,(3)使用“第一输出”多个轨道作为最佳拟合软件的输入,该软件确定一组纯正弦曲线,其最适合相应的多个连接 并且形成包括与多个“第一输出”轨迹对应的多个“倾斜数据d”的“第二输出”。
    • 9. 发明授权
    • Methods and apparatus for dynamically estimating the location of an oil-water interface in a petroleum reservoir
    • 用于动态估计石油储层中油水界面位置的方法和装置
    • US06182013B2
    • 2001-01-30
    • US09361031
    • 1999-07-23
    • Alberto MalinvernoDavid J. RossiMetin KarakasBrian SpiesCarlos Torres-VerdinIan BryantMin-Yi Chen
    • Alberto MalinvernoDavid J. RossiMetin KarakasBrian SpiesCarlos Torres-VerdinIan BryantMin-Yi Chen
    • G01V150
    • E21B47/042
    • Methods for locating an oil-water interface in a petroleum reservoir include taking resistivity and pressure measurements over time and interpreting the measurements. The apparatus of the invention includes sensors preferably arranged as distributed arrays. According to a first method, resistivity and pressure measurements are acquired simultaneously during a fall-off test. Resistivity measurements are used to estimate the radius of the water flood front around the injector well based on known local characteristics. The flood front radius and fall-off pressure measurements are used to estimate the mobility ratio. According to a second method, resistivity and pressure measurements are acquired at a variety of times. Prior knowledge about reservoir parameters is quantified in a probability density function (pdf). Applying Bayes' Theorem, prior pdfs are combined with measurement results to obtain posterior pdfs which quantify the accuracy of additional information. As new measurements are acquired, posterior pdfs, updated for expected temporal variations, become prior pdfs for the new measurements. According to a third method, uncertainty about the reservoir parameters is represented by Gaussian pdfs. The relationship between measurements and reservoir parameters is locally approximated by a linear function. Uncertainties are quantified by a posterior covariance matrix.
    • 在石油储层中定位油 - 水界面的方法包括随时间进行电阻率和压力测量,并解释测量。 本发明的装置包括优选地布置成分布式阵列的传感器。 根据第一种方法,在脱落测试期间同时获得电阻率和压力测量值。 电阻率测量用于基于已知的局部特征来估计喷射器周围的防洪前沿的半径。 洪水前半径和脱落压力测量用于估计移动率。 根据第二种方法,可以在多种时间获得电阻率和压力测量值。 关于储层参数的先验知识是以概率密度函数(pdf)量化的。 应用贝叶斯定理,先前的pdf与测量结果相结合,以获得后验pdf,量化附加信息的准确性。 随着新测量的获取,对于预期的时间变化更新的后验pdf将成为新测量的先前的pdf。 根据第三种方法,储层参数的不确定性由高斯pdf表示。 测量和储层参数之间的关系由线性函数局部近似。 不确定性由后验协方差矩阵量化。
    • 10. 发明授权
    • System and method of petrophysical formation evaluation in heterogeneous
formations
    • 异质地层岩石物理地层评价系统与方法
    • US5675147A
    • 1997-10-07
    • US589320
    • 1996-01-22
    • Michael P. EkstromDavid J. RossiOrhan Arikan
    • Michael P. EkstromDavid J. RossiOrhan Arikan
    • G01V11/00G01V5/04
    • G01V11/00
    • A system and method for evaluating a geological formation is described which compares actual wireline log measurements from a number of wireline logging tools to predicted tool response logs. The system and method uses a forward model of each tool response, given a formation description, to predict a set of wireline logs. Comparing the predicted logs with the actual measured logs yields a mismatch error. The system and method iteratively adjusts the formation description to minimize the mismatch error to obtain a "best" formation description. In one form, the formation description includes petrophysical properties (porosity, density, saturation) and geometry properties (dip, bedding, invasion). In a more complicated form, the formation description also includes a model of petrophysical mixing laws and formation material content. In the special case of a horizontally layered formation and linear tool response models, there exists a computationally efficient version of the system and method.
    • 描述了一种用于评估地质构造的系统和方法,其将来自多个有线日志工具的实际有线日志测量与预测的工具响应日志进行比较。 系统和方法使用每个工具响应的正向模型,给定一个形成描述,以预测一组有线日志。 将预测的日志与实际测量的日志进行比较会产生不匹配错误。 系统和方法迭代地调整地层描述以最小化失配误差,以获得“最佳”地层描述。 在一种形式中,形成描述包括岩石物理性质(孔隙度,密度,饱和度)和几何性质(浸渍,床上用品,入侵)。 在更复杂的形式中,形成描述还包括岩石物理混合规律和地层材料内容的模型。 在水平分层形式和线性工具响应模型的特殊情况下,存在系统和方法的计算高效版本。