CN106777628A - Consider the oil reservoir injectivity and productivity plate method for drafting of non-Darcy flow - Google Patents
Consider the oil reservoir injectivity and productivity plate method for drafting of non-Darcy flow Download PDFInfo
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Abstract
本申请涉及一种考虑非达西流动的油藏注采能力图版绘制方法,该方法包括如下步骤:(1)提取目标区块岩心,测试启动压力梯度,得到启动压力梯度的特征表达式;(2)搜集油藏基础数据,计算启动压力梯度;(3)修正低渗透油藏直井压裂产能计算模型,回归训练得到产能公式的修正因子;(4)设置参数变化区间,进行敏感性分析,完成产能计算图版的绘制;(5)计算注水井平衡吸水指数,设置不同的注采比,完成注水压力图版的绘制。本申请通过实际数据的回归训练获得产能公式,克服了低渗透油田开发过程中普遍存在的平面非均质性强,区域产注能力差异大等问题,提高了产能计算的精度,形成的产注一体化计算图版,易于指导低渗透油田的实际生产。
This application relates to a method for drawing reservoir injection-production capacity diagrams considering non-Darcy flow, the method comprising the following steps: (1) extracting the core of the target block, testing the threshold pressure gradient, and obtaining the characteristic expression of the threshold pressure gradient; 2) Collect basic reservoir data and calculate the start-up pressure gradient; (3) Correct the productivity calculation model of vertical well fracturing in low-permeability reservoirs, and obtain the correction factor of the productivity formula through regression training; (4) Set parameter change intervals and conduct sensitivity analysis, Complete the drawing of the production capacity calculation chart; (5) Calculate the equilibrium water absorption index of the water injection well, set different injection-production ratios, and complete the drawing of the water injection pressure chart. This application obtains the production capacity formula through the regression training of actual data, which overcomes the common problems of strong plane heterogeneity and large regional production-injection capacity differences in the development process of low-permeability oilfields, improves the accuracy of production capacity calculation, and forms a production-injection The integrated calculation chart is easy to guide the actual production of low-permeability oilfields.
Description
技术领域technical field
本方法属于油气田开发领域,具体地,涉及一种低渗透油藏注采能力图版绘制方法。The method belongs to the field of oil and gas field development, and in particular relates to a drawing method of a low-permeability oil reservoir injection-production capacity map.
背景技术Background technique
在已探明的储量中,低渗透油藏储量的比例很高,约占全国储量的2/3以上,开发潜力巨大。低渗透油藏开发过程中具有典型的注不进、采不出的特点:注水井注入压力高,吸水能力差,甚至出现憋压等极端情况;采油井大多经过压裂改造才能具备生产能力,见水后无因此采液指数下降明显,油藏稳产难度大;因此,准确地计算低渗透油藏的产注能力具有现实而重要的意义。Among the proven reserves, low-permeability reservoirs account for a high proportion, accounting for more than 2/3 of the national reserves, and have great development potential. During the development of low-permeability reservoirs, there are typical characteristics of no injection and no production: water injection wells have high injection pressure, poor water absorption capacity, and even extreme situations such as pressure holding; most oil production wells can only be produced after fracturing. After water breakthrough, there is no liquid production index, so it is difficult to stabilize the reservoir production; therefore, it is of practical and important significance to accurately calculate the production and injection capacity of low permeability reservoirs.
目前,国内外的直井压裂产能计算模型主要基于启动压力梯度和应力敏感性,但这对于非均质较强的低渗透油田不具有普适性。直接利用产能计算模型计算的产能准确度较低,无法指导实际生产。At present, domestic and foreign vertical well fracturing productivity calculation models are mainly based on the start-up pressure gradient and stress sensitivity, but this is not universal for low-permeability oilfields with strong heterogeneity. The production capacity calculated directly by the production capacity calculation model has low accuracy and cannot guide actual production.
发明内容Contents of the invention
针对低渗透油田平面非均质性强,区域产注能力差异大等问题,本发明对低渗透油田产能计算方法进行了相关研究,在考虑低渗透油藏非达西流动特征的基础上,修正低渗透油藏直井压裂稳态产能计算模型,通过数据回归训练得到与实际区块相配套的产能计算公式,解决低渗透油藏产注能力差异大的问题,并将其应用于合理产能图版的绘制;根据产注能力平衡及注水特征压力方程,完成注水压力图版的绘制,叠合两套图版,形成产注一体化的应用图版,以指导实际生产。Aiming at the problems of low-permeability oilfields with strong plane heterogeneity and regional production-injection capacity differences, the present invention conducts related research on the productivity calculation method of low-permeability oilfields, and corrects the The steady-state productivity calculation model of vertical well fracturing in low-permeability reservoirs, through data regression training, obtains the productivity calculation formula matching the actual block, solves the problem of large differences in production and injection capabilities of low-permeability reservoirs, and applies it to reasonable productivity charts According to the balance of production and injection capacity and the characteristic pressure equation of water injection, the drawing of the water injection pressure chart is completed, and the two sets of charts are superimposed to form the application chart of the integration of production and injection to guide the actual production.
为实现上述目的,本发明采用以下技术方案:To achieve the above object, the present invention adopts the following technical solutions:
考虑非达西流动的油藏注采能力图版绘制方法,包括以下步骤:The drawing method of reservoir injection-production capacity chart considering non-Darcy flow includes the following steps:
步骤一:提取目标区块岩心,测试启动压力梯度,得到特征表达式;Step 1: Extract the core of the target block, test the starting pressure gradient, and obtain the characteristic expression;
步骤二:搜集油藏基础数据,计算启动压力梯度;Step 2: Collect basic reservoir data and calculate threshold pressure gradient;
步骤三:修正低渗透油藏直井压裂产能计算模型,回归训练得到产能公式的修正因子;Step 3: Correct the productivity calculation model of vertical well fracturing in low-permeability reservoirs, and obtain the correction factor of the productivity formula through regression training;
步骤四:设置参数变化区间,进行敏感性分析,完成产能计算图版的绘制;Step 4: Set the parameter change range, conduct sensitivity analysis, and complete the drawing of the production capacity calculation chart;
步骤五:计算注水井平衡吸水指数,设置不同的注采比,计算注水井注水量,完成注水压力图版的绘制。Step 5: Calculate the equilibrium water absorption index of the water injection well, set different injection-production ratios, calculate the water injection volume of the water injection well, and complete the drawing of the water injection pressure chart.
与现有技术相比,本发明具有如下有益效果:Compared with the prior art, the present invention has the following beneficial effects:
1、考虑低渗透油藏非达西流动特征,修正直井压裂稳态产能计算模型;1. Considering the characteristics of non-Darcy flow in low-permeability reservoirs, revise the calculation model of steady-state productivity of vertical well fracturing;
2、根据不同油藏不同注采单元自身的特性,回归得到与具体注采单元配套的产能计算模型,克服了低渗透油田非均质较强,区域产注能力差异大等问题;2. According to the characteristics of different injection-production units in different oil reservoirs, the production capacity calculation model matching the specific injection-production units is obtained by regression, which overcomes the problems of strong heterogeneity in low-permeability oilfields and large differences in regional production and injection capabilities;
3、根据产注平衡原理,通过注水特征曲线,得到具有指导意义的产注一体化应用图版,方便生产实际应用。3. According to the principle of production-injection balance, through the characteristic curve of water injection, the application chart of production-injection integration with guiding significance is obtained, which is convenient for practical application in production.
附图说明Description of drawings
图1为考虑非达西流动的油藏注采能力图版绘制方法流程示意图;Fig. 1 is a schematic flow chart of the drawing method of reservoir injection-production capacity chart considering non-Darcy flow;
图2为最小启动压力梯度测定实验装置;Fig. 2 is the minimum starting pressure gradient measurement experimental device;
图3为启动压力梯度实验与渗透率关系曲线;Figure 3 is the relationship curve between the start-up pressure gradient experiment and the permeability;
图4为产能计算图版;Figure 4 is the production capacity calculation chart;
图5为注水指示曲线;Fig. 5 is a water injection indicating curve;
图6为注采一体化图版。Figure 6 is the integrated drawing of injection and production.
具体实施方式detailed description
如图1所示,考虑非达西流动的油藏注采能力图版绘制方法,包括以下步骤:As shown in Fig. 1, the drawing method of reservoir injection-production capacity chart considering non-Darcy flow includes the following steps:
步骤一、提取目标区块岩心,测试启动压力梯度,得到特征表达式;具体地,包括如下步骤:Step 1, extracting the core of the target block, testing the starting pressure gradient, and obtaining the characteristic expression; specifically, including the following steps:
(1)、选定油藏目标区块,提取目标区块岩心,将岩心烘干后气测渗透率,然后将岩心在标准盐水中浸40h以上;所述标准盐水矿化度为10000mg/L,粘度为0.9038mPa·s;(1), select the target block of the oil reservoir, extract the core of the target block, dry the core, measure the permeability by gas, and then soak the core in standard brine for more than 40h; the salinity of the standard brine is 10000mg/L , the viscosity is 0.9038mPa·s;
(2)、组合并安装启动压力梯度测试实验装置:(2), assemble and install the starting pressure gradient test experimental device:
启动压力梯度测试实验装置包括高压驱替泵、岩心夹持器、带刻度毛细管三大部分,如图2所示,可以快速准确地测定最小启动压力梯度。所述高压计量泵主要提供高精度流量或高精度恒定高压的液体或气体的驱替,包括液体驱替模块、气体驱替模块,并配备计算机软件控制注入压力和注入量,可以设计三相(气、油、水)岩芯分析测试系统;The experimental device for starting pressure gradient test includes three parts: high-pressure displacement pump, core holder, and capillary with scale, as shown in Fig. 2, which can quickly and accurately measure the minimum starting pressure gradient. The high-pressure metering pump mainly provides high-precision flow or high-precision constant high-pressure liquid or gas displacement, including a liquid displacement module and a gas displacement module, and is equipped with computer software to control injection pressure and injection volume, and can be designed in three phases ( Gas, oil, water) core analysis test system;
(3)、利用高压驱替泵缓慢向饱和岩心中注入流体,通过观测出口端毛细管中气柱移动情况,当气柱发生单位位移1mm时,判断驱动压力已经克服岩心最小启动压力,确定最小启动压力范围,并停泵,关闭入口端阀门;(3) Use a high-pressure displacement pump to slowly inject fluid into the saturated core. By observing the movement of the gas column in the capillary at the outlet end, when the gas column has a unit displacement of 1 mm, it is judged that the driving pressure has overcome the minimum starting pressure of the core, and the minimum starting pressure is determined. pressure range, stop the pump, and close the inlet valve;
所述注入流体为实验用煤油,粘度为1.6166mPa·s。The injection fluid is experimental kerosene with a viscosity of 1.6166mPa·s.
(4)、当毛细管中气柱不再移动且精密仪表读数不变时,记录仪表压力值Pg,进一步求得岩心最小启动压力梯度为:(4) When the gas column in the capillary no longer moves and the reading of the precision instrument remains unchanged, record the instrument pressure value P g , and further obtain the minimum starting pressure gradient of the core as:
其中,G为岩心最小启动压力梯度;pg为记录仪表压力值;L为岩心的长度。Among them, G is the minimum starting pressure gradient of the core; p g is the recorded instrument pressure value; L is the length of the core.
(5)、计算机将处理之后的实验数据做出散点图,并进行简单地数据拟合,得到启动压力梯度的特征表达式;(5), the computer makes a scatter diagram of the processed experimental data, and performs simple data fitting to obtain the characteristic expression of the starting pressure gradient;
步骤二、搜集油藏基础数据,计算启动压力梯度;具体地,包括如下步骤:Step 2, collecting basic reservoir data and calculating the threshold pressure gradient; specifically, the following steps are included:
(1)、搜集目标区块的生产数据、储层物性、流体性质等基础数据;(1) Collect basic data such as production data, reservoir physical properties, and fluid properties of the target block;
所述生产数据是指生产压差、产液量、裂缝长度;储层物性是指有效厚度、应力敏感系数;流体性质是指渗透率、粘度。The production data refers to production pressure difference, liquid production volume, and fracture length; reservoir physical properties refer to effective thickness and stress sensitivity coefficient; fluid properties refer to permeability and viscosity.
(2)、利用启动压力梯度测试实验得到的特征表达式,计算启动压力梯度;(2), utilize the characteristic expression that the starting pressure gradient test experiment obtains, calculate starting pressure gradient;
步骤三、修正低渗透油藏直井压裂产能计算模型,回归训练得到产能公式的修正因子;具体地,包括如下步骤:Step 3: Correcting the productivity calculation model of vertical well fracturing in low-permeability reservoirs, and performing regression training to obtain the correction factor of the productivity formula; specifically, the following steps are included:
(1)、考虑非达西流动的低渗透油藏直井压裂的产能公式如下:(1) The productivity formula of vertical well fracturing in low-permeability reservoirs considering non-Darcy flow is as follows:
其中,q是产液量,k是渗透率,h是地层厚度,μ是粘度,α是应力敏感系数,pe是油藏压力,pwf是井底流压,(pe-pwf)是生产压差,xf是裂缝长度,G是启动压力梯度,ue和uw是中间变量(ue≈ln(2Re/xf),uw≈0)。Among them, q is liquid production rate, k is permeability, h is formation thickness, μ is viscosity, α is stress sensitivity coefficient, p e is reservoir pressure, p wf is bottomhole flowing pressure, ( pe -p wf ) is production pressure difference, x f is the fracture length, G is the starting pressure gradient, u e and u w are intermediate variables (u e ≈ ln(2R e /x f ), u w ≈0).
对直井压裂产能公式简化处理,添加影响因子β1、β2、β3、β4、β5,对产能公式进行修正。修正后的产能公式如下:The productivity formula of vertical well fracturing is simplified, and the influencing factors β1, β2, β3, β4, β5 are added to revise the productivity formula. The revised capacity formula is as follows:
(2)、将油藏基础数据代入修正产能公式中,构建目标函数的方程组,构建最优化的目标函数方程组如下:(2) Substituting the basic data of the reservoir into the revised productivity formula, constructing the equation group of the objective function, and constructing the optimal objective function equation group as follows:
f(x)=q-q实际 f(x)= qqactual
其中,q是计算产液量;q实际是实际产液量;f(x)为目标函数;x为输入参数;n为目标单元的生产井数;z为目标函数方程组。Among them, q is the calculated liquid production rate; q is actually the actual liquid production rate; f(x) is the objective function; x is the input parameter; n is the number of production wells in the target unit; z is the objective function equation group.
(3)、采用最优化迭代方法对方程组进行回归训练,求取影响因子系数β1、β2、β3、β4、β5,代入修正产能计算公式中,从而得到与目标区块配套的产能计算公式;(3) Using the optimization iterative method to carry out regression training on the equation group, obtain the influencing factor coefficients β1, β2, β3, β4, β5, and substitute them into the revised production capacity calculation formula, so as to obtain the production capacity calculation formula matching the target block;
(4)、测试回归的产能计算公式的准确性,若满足精度<10%,则输出产能公式;若精度大于10%,则继续进行下一次回归训练,直至达到精度要求;(4) Test the accuracy of the regression production capacity calculation formula. If the accuracy is less than 10%, output the capacity formula; if the accuracy is greater than 10%, continue the next regression training until the accuracy requirement is met;
步骤四、设置参数变化区间,进行敏感性分析,完成产能计算图版的绘制;具体地,包括如下步骤:Step 4. Set the parameter change range, conduct sensitivity analysis, and complete the drawing of the production capacity calculation chart; specifically, the following steps are included:
(1)、设置参数变化区间,对产能公式进行敏感性分析,对比产能变化幅度大小,确定影响区块产能的主控因素;(1) Set the parameter change interval, conduct sensitivity analysis on the production capacity formula, compare the production capacity change range, and determine the main controlling factors affecting the block production capacity;
(2)、统计非主控因素的平均值,设置主控因素的变化区间;(2), count the average value of the non-main control factors, and set the change interval of the main control factors;
(3)、绘制产能计算图版;(3) Draw a production capacity calculation chart;
步骤五、计算注水井平衡吸水指数,设置不同的注采比,完成注水压力图版的绘制;具体地,包括如下步骤:Step 5. Calculate the balanced water absorption index of the water injection well, set different injection-production ratios, and complete the drawing of the water injection pressure chart; specifically, the following steps are included:
(1)、统计注采单元的注水压力和注水量数据,计算注水井平衡吸水指数和注水启动压力;(1) Statistical data of water injection pressure and water injection volume of injection-production units, and calculate equilibrium water absorption index and water injection starting pressure of water injection wells;
所述吸水指数为注水井在单位注水压差下的日注水量,它反映了注水井注水能力及油层吸水能力的大小;The water absorption index is the daily water injection volume of the water injection well under the unit water injection pressure difference, which reflects the water injection capacity of the water injection well and the water absorption capacity of the oil layer;
(2)、设置不同的注采井数比,绘制不同注水方式下的注入特征曲线,注水量计算公式如下式所示:(2) Set different injection-production well ratios, and draw injection characteristic curves under different water injection methods. The formula for calculating the water injection volume is shown in the following formula:
Jw'=Jw×CJ w' = J w ×C
qinj=Jw'×(pf-pc)q inj =J w' ×(p f -p c )
其中,Jw为平衡吸水指数;C为注采比;J'w为吸水指数;pf为注水压力;pc为注水启动压力;qinj为注水井注水量;Among them, J w is the equilibrium water absorption index; C is the injection-production ratio; J' w is the water absorption index; p f is the water injection pressure; p c is the water injection starting pressure; q inj is the water injection volume of the injection well;
(3)、将注水指示曲线与产能计算图版叠合,形成注采一体化图版;(3) Superimpose the water injection indication curve with the production capacity calculation chart to form an integrated injection-production chart;
实施例Example
步骤一、提取目标区块岩心,测试启动压力梯度,得到特征表达式;Step 1. Extract the core of the target block, test the starting pressure gradient, and obtain the characteristic expression;
选定油藏A中的一个注采区块,表1为启动压力梯度实验数据,图3为计算机将处理之后的数据做出的散点图及拟合的启动压力梯度实验与渗透率关系曲线An injection-production block in reservoir A is selected, Table 1 shows the experimental data of threshold pressure gradient, and Fig. 3 shows the scatter diagram made by the data processed by the computer and the fitting curve of the relationship between threshold pressure gradient experiment and permeability
表1启动压力梯度实验数据Table 1 Start pressure gradient experiment data
拟合启动压力梯度随渗透率的变化关系式为The fitting relationship between the threshold pressure gradient and the permeability is as follows:
G=1.1811k-0.995 G= 1.1811k-0.995
步骤二、搜集油藏基础数据,计算启动压力梯度;Step 2, collecting the basic data of the reservoir, and calculating the threshold pressure gradient;
搜集注采区块生产数据、储层物性、流体性质的基本参数,并利用启动压力梯度测试实验得到的特征表达式,如表2所示:Collect the production data of the injection-production block, the basic parameters of reservoir physical properties and fluid properties, and use the characteristic expressions obtained from the start-up pressure gradient test experiment, as shown in Table 2:
表2区块统计信息Table 2 Block statistics
压力敏感系数为0.037,粘度为1.1mPagsThe pressure sensitivity coefficient is 0.037 and the viscosity is 1.1mPags
步骤三、修正低渗透油藏直井压裂产能计算模型,回归训练得到产能公式的修正因子;Step 3: Modify the productivity calculation model of vertical well fracturing in low-permeability reservoirs, and obtain the correction factor of the productivity formula through regression training;
考虑非达西流动的低渗透油藏直井压裂的产能公式如下:The productivity formula of vertical well fracturing in low-permeability reservoirs considering non-Darcy flow is as follows:
添加影响因子β1、β2、β3、β4、β5修正,对产能公式进行修正。修正后的产能公式如下:Add impact factors β1, β2, β3, β4, and β5 corrections to correct the production capacity formula. The revised capacity formula is as follows:
将油藏基础数据代入修正产能公式中,构建目标函数的方程组,构建最优化的目标函数方程组如下:Substituting the basic data of the reservoir into the revised productivity formula, the equations of the objective function are constructed, and the optimal objective function equations are constructed as follows:
采用Levenberg-Marquardt最优化迭代方法对上述方程组进行回归训练,求取影响因子系数β1、β2、β3、β4、β5,代入修正产能公式,得到与目标区块配套的产能计算公式为:Using the Levenberg-Marquardt optimization iterative method to carry out regression training on the above equations, obtain the influencing factor coefficients β1, β2, β3, β4, β5, and substitute them into the revised production capacity formula, and obtain the production capacity calculation formula matching the target block as follows:
另取一组生产数据对修正的产能公式进行精度测试,精度测试结果如下表所示:Another set of production data is taken to test the accuracy of the revised capacity formula. The results of the accuracy test are shown in the table below:
表3精度测试表Table 3 Accuracy test table
经过精度测试,误差<10%,满足精度要求,因此输出产能公式,作为与区块A配套的产能公式。After the accuracy test, the error is <10%, which meets the accuracy requirements, so the production capacity formula is output as the production capacity formula matched with block A.
步骤四:设置参数变化区间,进行敏感性分析,完成产能计算图版的绘制;Step 4: Set the parameter change range, conduct sensitivity analysis, and complete the drawing of the production capacity calculation chart;
设置各参数变化区间,对产能公式进行敏感性分析。表4为设置的参数变化范围及产液量变化表。Set the variation range of each parameter, and conduct sensitivity analysis on the production capacity formula. Table 4 is the change range of the set parameters and the change table of liquid production.
表4敏感性分析表Table 4 Sensitivity analysis table
根据敏感性实验,确定裂缝半长和生产压差为该注采单元产能的两个主控因素。统计非主控因素的平均值,如表5所示,设置主控因素变化范围分别为:生产压差设置为5-20MPa,裂缝半长设置为(10m 50m 100m 150m 200m)。According to the sensitivity experiment, it is determined that the half length of the fracture and the production pressure difference are the two main controlling factors of the productivity of the injection-production unit. The average value of the non-main controlling factors is counted, as shown in Table 5, and the main controlling factors are set as follows: the production pressure difference is set to 5-20MPa, and the half-length of the fracture is set to (10m, 50m, 100m, 150m, 200m).
表5注采单元平均参数Table 5 Average parameters of injection-production unit
基于matlab或excel,绘制该区块的产能计算图版,如图4所示Based on matlab or excel, draw the production capacity calculation chart of the block, as shown in Figure 4
步骤五:计算注水井平衡吸水指数,设置不同的注采比,完成注水压力图版的绘制;Step 5: Calculate the balanced water absorption index of the injection well, set different injection-production ratios, and complete the drawing of the water injection pressure chart;
根据实际生产资料求得吸水指数为40m3/(dgMPa),水井启动压力pc为22MPa。设置不同的注采井数比,计算不同注采井数比(C)下的平衡吸水指数,如表6所示:According to the actual production data, the water absorption index is 40m 3 /(dgMPa), and the starting pressure p c of the water well is 22MPa. Set different injection-production well ratios, and calculate the equilibrium water absorption index under different injection-production well ratios (C), as shown in Table 6:
表6平衡吸水指数表Table 6 Equilibrium water absorption index table
根据注水井注水量计算公式绘制注水指示曲线,绘制不同注水方式下的注入特征曲线,如图5所示。According to the calculation formula of the water injection volume of the water injection well, the water injection indicator curve is drawn, and the injection characteristic curve under different water injection methods is drawn, as shown in Fig. 5.
将注水指示曲线与产能计算图版叠合,形成注采一体化图版,形成注采一体化图版,如图6所示。The water injection indication curve is superimposed on the productivity calculation chart to form an integrated injection-production chart, as shown in Fig. 6.
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