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CN118348045B - Analysis method of fluid occurrence state in rock 2D nuclear magnetic T1-T2 weighted centroid - Google Patents

Analysis method of fluid occurrence state in rock 2D nuclear magnetic T1-T2 weighted centroid Download PDF

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CN118348045B
CN118348045B CN202410415579.1A CN202410415579A CN118348045B CN 118348045 B CN118348045 B CN 118348045B CN 202410415579 A CN202410415579 A CN 202410415579A CN 118348045 B CN118348045 B CN 118348045B
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CN118348045A (en
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姚艳斌
李子烁
孙晓晓
刘大锰
邱勇凯
董立
冯东
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China University of Geosciences Beijing
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Abstract

本发明提供了一种岩石二维核磁T1‑T2加权质心流体赋存状态分析方法,其是先获取含水岩石的二维核磁T1‑T2分布数据,利用提出的加权质心计算方法将核磁谱图原始数据进行转化,以得到质心坐标并计算各质心所对应的T1/T2值,以分析储层岩石内流体赋存和动态运移规律。本发明克服了现有二维核磁共振数据处理方法难以对多组数据进行对比分析的缺陷,简化了二维核磁共振分布数据的展现方式,并为二维核磁共振数据的定量化分析提供了新的参考标准,解决了现有二维核磁共振数据处理方法难以对多组数据进行对比分析的缺陷。

The present invention provides a rock two-dimensional nuclear magnetic resonance T 1 ‑T 2 weighted centroid fluid occurrence state analysis method, which first obtains the two-dimensional nuclear magnetic resonance T 1 ‑T 2 distribution data of water-bearing rocks, and transforms the original data of the nuclear magnetic spectrum using the proposed weighted centroid calculation method to obtain the centroid coordinates and calculate the T 1 /T 2 values corresponding to each centroid, so as to analyze the fluid occurrence and dynamic migration law in the reservoir rock. The present invention overcomes the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to compare and analyze multiple groups of data, simplifies the display mode of two-dimensional nuclear magnetic resonance distribution data, and provides a new reference standard for the quantitative analysis of two-dimensional nuclear magnetic resonance data, solving the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to compare and analyze multiple groups of data.

Description

Rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method
Technical Field
The invention relates to a processing analysis method of two-dimensional nuclear magnetic resonance data, in particular to a rock two-dimensional nuclear magnetic T 1-T2 weighted centroid fluid occurrence state analysis method.
Background
With the recent advances in exploration and development of tight reservoir technology, the importance of various non-traditional hydrocarbon resources has increased. Compared with the traditional reservoir, the development of the unconventional reservoir requires higher investment to maximize the mobility of the hydrocarbon fluid, thereby obtaining higher economic benefits. However, the current academia is not well aware of the distribution characteristics and migration mechanisms of fluids in complex reservoir pores, and therefore more innovative experimental approaches are required to deepen understanding of this field.
Unconventional reservoir rocks (such as shale and coal) have a variety of different pore types and pore fluids that exhibit diverse fluid migration behavior under in situ conditions. Currently, researchers typically employ various experimental means, such as CT (computed tomography), SEM (scanning electron microscope), and NMR (nuclear magnetic resonance), to obtain data that can directly or indirectly reflect the distribution and migration characteristics of fluids within reservoir rocks by controlling experimental environmental factors such as temperature, pressure, and the type and content of fluids in the sample. Among these commonly used experimental techniques, two-dimensional nuclear magnetic resonance (2D NMR) is a technique that is rapid, non-destructive and widely used in petrogeology, and is often used to evaluate the quantity and distribution of hydrogen-containing fluids in porous media. Compared to conventional one-dimensional nuclear magnetic resonance, the T 1 (longitudinal relaxation time) -T 2 (transverse relaxation time) two-dimensional nuclear magnetic resonance technique can provide T 1 and T 2 information simultaneously in a short time, thereby more accurately identifying multiple fluids.
Currently, two-dimensional nuclear magnetic resonance technology still has some defects in the application process, such as insufficient research on an original nuclear magnetic data processing method and lack of an analysis method universally applicable to multi-group data comparison analysis, which also limits further popularization of the two-dimensional nuclear magnetic resonance technology. Thus, solving these challenges is very urgent.
Disclosure of Invention
Aiming at the technical problems in the background art, the invention provides a rock two-dimensional nuclear magnetic T 1-T2 weighted centroid fluid occurrence state analysis method, which overcomes the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to carry out contrast analysis on multiple groups of data, simplifies the display mode of two-dimensional nuclear magnetic resonance distribution data, provides a new reference standard for quantitative analysis of the two-dimensional nuclear magnetic resonance data, and solves the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to carry out contrast analysis on multiple groups of data.
In order to solve the technical problems, the method for analyzing the occurrence state of the rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid is characterized in that firstly, two-dimensional nuclear magnetism T 1-T2 distribution data of water-bearing rock are acquired, the initial data of a nuclear magnetic spectrum chart are converted by using the proposed weighted centroid calculation method to obtain centroid coordinates, and T 1/T2 values corresponding to the centroids are calculated to analyze occurrence and dynamic migration rules of the fluid in reservoir rock.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method specifically comprises the following steps of:
1) Selecting a rock sample, preparing, cleaning and drying, recording the original quality, and acquiring the substrate T 1-T2 distribution data by using two-dimensional nuclear magnetic resonance;
2) The dried rock sample is used for a flow experiment of a fluid medium and a two-dimensional nuclear magnetic resonance test is carried out, so that a two-dimensional nuclear magnetic T 1-T2 distribution spectrogram in the experimental process is obtained;
3) Calculating the barycenter coordinates corresponding to each T 1-T2 distribution spectrogram of the rock sample by using the obtained two-dimensional nuclear magnetism T 1-T2 distribution data by using a weighted barycenter method, and calculating the T 1/T2 value corresponding to each barycenter according to the barycenter coordinates;
4) And creating a rock sample centroid T 1-T2 distribution diagram and a centroid T 1/T2 value fluctuation condition diagram, and analyzing occurrence and migration characteristics of fluid in the reservoir rock under different states.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method comprises the following specific processes of: firstly, calibrating nuclear magnetic resonance signals by using standard samples, cutting a selected rock sample into a core column, cleaning and drying to remove dust on the surface and residual water in the core column, and then performing a two-dimensional nuclear magnetic T 1-T2 test on the cleaned and dried rock sample to obtain substrate T 1-T2 distribution data of the dried rock sample.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method comprises the steps that the SR-CPMG pulse sequence suitable for a two-dimensional magnetic field is used for testing the two-dimensional nuclear magnetism T 1-T2, and the adopted relevant parameters are as follows: echo interval T E =0.132 milliseconds, echo number NECH =3788, number of scans n=32, waiting time T w =750 milliseconds, number of loop steps 30.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method comprises the following steps: the flow experiment of the rock sample fluid medium and the two-dimensional nuclear magnetism T 1-T2 test in the step 2) need to ensure that the sample signal is completely from the sample and the fluid inside the sample, and after the fluid enters and exits the sample, the fluid on the surface of the sample needs to be cleared in time to carry out the two-dimensional nuclear magnetism T 1-T2 test.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method comprises the following specific processes of: taking the two-dimensional nuclear magnetic signal quantity of the rock sample as the weight of the relaxation time of the centroid T 1 and the T 2 to determine the centroid of the T 1-T2 distribution diagram; for a data point i in the two-dimensional nuclear magnetism T 1-T2 chart, the corresponding longitudinal and transverse relaxation times can be respectively expressed as T 1i and T 2i, and the corresponding water volume is V i, and the weight corresponding to the point is:
Wherein W i in the above formula (3) represents the weight of the data point i, T i represents the relaxation time corresponding to the data point i, and V i is the two-dimensional nuclear magnetic signal quantity corresponding to the data point i;
the centroid coordinates in one dimension can be calculated by summing the weights of all points in the graph, and the calculation formula is:
D=∑Wi (4);
Wherein D in the above formula (4) represents a centroid coordinate position in one dimension; w i represents the weight of data point i in the two-dimensional T 1-T2 profile; for the two-dimensional nuclear magnetic T 1-T2 distribution diagram, D is the relaxation time of the centroids T 1 and T 2, so the above formulas (3) and (4) can be further converted into:
Wherein, in the formulas (5) - (6) above, T 1ce and T 2ce represent the coordinates of centroids T 1 and T 2, W 1i and W 2i represent the weights of data point i in the two dimensions of centroids T 1 and T 2, and T 1i and T 2i represent the relaxation times of centroids T 1 and T 2 corresponding to data point i, respectively; the position of the centroid of the two-dimensional nuclear magnetic T 1-T2 distribution diagram is the result of weighted average of all data points, and can be converted into a coordinate form to be expressed, and the expression is as follows:
Thus, the T 1/T2 value of the centroid can be calculated according to the coordinate value of the centroid, namely:
Wherein R T1/T2 in the above formula (8) represents the T 1/T2 value of the centroid.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method, wherein the step 4) is to develop occurrence and migration characteristic analysis of fluid in a rock sample according to the obtained centroid distribution condition and a T 1/T2 value thereof, and the specific analysis steps are as follows:
4.1 Projecting the obtained centroid coordinates into a T 1-T2 distribution diagram by taking two dimensions as coordinate axes, and marking each rock sample and the fluid state corresponding to the rock sample in the diagram;
4.2 According to the migration rule of the mass center position of the rock sample, so as to develop fluid migration characteristic analysis;
4.3 Drawing a relation diagram corresponding to the centroid coordinate T 1/T2 value and the experimental time, and analyzing the fluid occurrence characteristic according to the fluctuation condition of the centroid T 1/T2 value;
4.4 Characterizing the migration trend of the fluid in the rock sample in the pore by using the centroid migration result obtained in the step 4.2); and (3) further carrying out analysis on the evolution process of the fluid occurrence state by combining the law of fluctuation of the rock sample centroid coordinate T 1/T2 value obtained in the step 4.3) along with time, and thus, realizing comprehensive analysis on the fluid occurrence and migration characteristics in the reservoir rock.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method, wherein the fluid migration characteristics in the step 4.2) mainly comprise: the movement of the centroid along the diagonal direction of the two-dimensional nuclear magnetic T 1-T2 profile represents the fluid migration process within each stage of pore of the rock sample, wherein the upward right movement represents the fluid migration into the larger pore, and vice versa; movement of the centroid perpendicular to the diagonal of the two-dimensional nuclear magnetic T 1-T2 profile represents a change in fluid activity, wherein movement upward to the left represents a decrease in fluid activity and vice versa represents an increase in fluid activity.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method is characterized in that the fluid occurrence characteristics in the step 4.3) are mainly as follows: an increase in the centroid T 1/T2 value represents an increase in the degree of fluid binding by the aperture, and a decrease in the centroid T 1/T2 value represents a decrease in the degree of fluid binding by the aperture.
By adopting the technical scheme, the invention has the following beneficial effects:
The rock two-dimensional nuclear magnetic T 1-T2 weighted centroid fluid occurrence state analysis method is reasonable in conception, overcomes the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to conduct comparison analysis on multiple groups of data, simplifies the display mode of two-dimensional nuclear magnetic resonance distribution data, provides a new reference standard for quantitative analysis of the two-dimensional nuclear magnetic resonance data, and solves the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to conduct comparison analysis on multiple groups of data.
The weighted centroid method provided by the invention can efficiently extract and quantify signals in a plurality of groups of two-dimensional nuclear magnetic T 1-T2 distribution graphs by converting data points into centroids, has high efficiency and intuitiveness when processing two-dimensional nuclear magnetic resonance data, and overcomes the defect that the conventional data processing mode is difficult to develop quantitative comparison analysis of the plurality of groups of two-dimensional nuclear magnetic data. The invention can further analyze the state and migration process of water in the reservoir rock by utilizing the migration characteristics of the centroid position in the two-dimensional nuclear magnetism T 1-T2 distribution diagram and the fluctuation rule of the centroid T 1/T2 value. In addition, the barycenter coordinate and the barycenter T 1/T2 value can be used as a new test reference index in field engineering such as two-dimensional nuclear magnetic logging in future, so that the application of the two-dimensional nuclear magnetic resonance test in reservoir rock fluid analysis is further promoted.
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In order to more clearly illustrate the embodiments of the invention or the technical solutions in the prior art, the drawings which are required in the description of the embodiments or the prior art will be briefly described, it being obvious that the drawings in the description below are some embodiments of the invention and that other drawings may be obtained from these drawings without inventive effort for a person skilled in the art.
FIG. 1 is a flow chart of a method for analyzing the occurrence state of a rock two-dimensional nuclear magnetic T 1-T2 weighted centroid fluid according to the present invention;
FIG. 2 is a graph of a partial two-dimensional nuclear magnetic T 1-T2 distribution diagram (min in FIG. 2 represents minutes, i.e. time for developing a percolation experiment) of SA and SH samples in the percolation process in an embodiment related to the analysis method of the present invention for the occurrence state of rock two-dimensional nuclear magnetic T 1-T2 weighted centroid fluid;
FIG. 3 is a graph showing a two-dimensional nuclear magnetic T 1-T2 distribution of SA and SH samples after saturated water in an embodiment of the method for analyzing the occurrence state of a rock two-dimensional nuclear magnetic T 1-T2 weighted centroid fluid according to the present invention;
Fig. 4 is a distribution diagram of a centroid in a T 1-T2 diagram, which is calculated based on two-dimensional nuclear magnetism T 1-T2 distribution data in a seepage process of SA and SH samples by using a centroid method in an embodiment related to the analysis method of a rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state;
fig. 5 is a schematic diagram of fluctuation of the T 1/T2 values of the mass centers of the SA and SH samples in the imbibition experiment process in the embodiment related to the analysis method of the occurrence state of the rock two-dimensional nuclear magnetism T 1-T2 weighted mass center fluid.
Detailed Description
The following description of the embodiments of the present invention will be made apparent and fully in view of the accompanying drawings, in which some, but not all embodiments of the invention are shown. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
The invention is further illustrated with reference to specific embodiments.
The rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid occurrence state analysis method provided by the embodiment overcomes the defect that the conventional data processing mode is difficult to develop the comparative analysis of quantification of a plurality of groups of two-dimensional nuclear magnetism data.
In the prior art, two-dimensional nuclear magnetic resonance data often adopt a longitudinal relaxation time T 1 and a transverse relaxation time T 2 as two coordinate axes, and a distribution spectrogram of a two-dimensional nuclear magnetic signal is drawn to display test data. Given the sensitivity of T 1 and T 2 to the corresponding nuclear magnetic spectral densities, the Bloembergen-Purcell-Bound (BPP) model is often used to analyze NMR signals:
where J (ω) is the spectral density at the resonant frequency ω, ω 0 is the resonant frequency of the system (related to the magnetic field frequency), and τ c can be calculated using the Stokes-Einstein equation:
where k is the boltzmann constant, T is absolute temperature, η is the dynamic viscosity of the fluid, and r g is the radius of rotation of the molecule.
From the theory above, it can be inferred that the distribution of the two-dimensional nuclear magnetic signal of the hydrogen-containing component in the reservoir rock in the two-test dimension T 1-T2 profile follows a specific pattern. For small molecule fluids with a low T 1/T2 ratio (i.e., the ratio of longitudinal relaxation time T 1 to transverse relaxation time T 2), they have a relatively high flowability and thus are located in regions with a lower T 1/T2 ratio and a wider range of T 1 and T 2. For macromolecular fluids with higher viscosities, they tend to exhibit higher T 1/T2 ratios and appear above the small-molecule fluid region in the T 1-T2 plot. Furthermore, for semi-solid or solid components, they are distributed in regions with higher T 1/T2 ratios and shorter T 2 values.
While prior studies have proposed various criteria for partitioning the hydrogen-containing components in the T 1-T2 plot based on the T 1、T2 values and the T 1/T2 ratios, the data analysis methods employed in the related studies conducted based on the T 1-T2 plot have focused primarily on qualitative analysis based on the proposed criteria, as well as on identifying different fluid components within the reservoir rock. The invention provides a method for calculating original two-dimensional nuclear magnetic T 1-T2 distribution data by adopting a weighted centroid method, which efficiently extracts signals in a two-dimensional nuclear magnetic T 1-T2 graph by converting data in a T 1-T2 distribution graph into centroid coordinate values, and overcomes the defect that the conventional data processing mode is difficult to develop quantitative comparison analysis of multiple groups of two-dimensional nuclear magnetic data. In addition, the state and migration process of water in the reservoir rock can be analyzed by utilizing parameters such as the mass center position, the mass center T 1/T2 value and the like, so that the application of the two-dimensional nuclear magnetic resonance experiment in reservoir rock fluid analysis can be further promoted.
As shown in fig. 1, in one embodiment of the present invention, a method for analyzing occurrence state of rock two-dimensional nuclear magnetism T 1-T2 weighted centroid fluid is disclosed, which includes the following steps:
1) Selecting a rock sample, preparing, cleaning and drying, recording the original quality, and acquiring the substrate T 1-T2 distribution data by using two-dimensional nuclear magnetic resonance; the specific process of the step 1) is as follows: before the subsequent experiment starts, firstly, calibrating nuclear magnetic resonance signals by using a standard sample; cutting selected rock samples (two in the embodiment) into core columns, cleaning and drying to remove dust on the surfaces and residual water in the core columns, and then performing a two-dimensional nuclear magnetism T 1-T2 test on the cleaned and dried rock samples to obtain substrate T 1-T2 distribution data of the dried rock samples; the substrate signal is used as the substrate signal of the rock sample in the two-dimensional nuclear magnetism T 1-T2 test of the subsequent step.
The two-dimensional nuclear magnetic T 1-T2 test performed in this embodiment uses an SR-CPMG pulse sequence suitable for a two-dimensional magnetic field, and the relevant parameters adopted are: echo interval T E =0.132 ms, echo number NECH =3788, number of scans n=32, waiting time T w =750 ms, number of loop steps 30, and two-dimensional nuclear magnetism T 1-T2 test in the present invention all uses this parameter.
According to national standard GB/T29172-2012 core analysis method, selecting, preparing and cleaning a rock sample; the specific process is as follows: the obtained rock sample (i.e. sample) is processed into a plurality of samples with the diameter of 2.5cm and the height of 5cm according to the experimental requirement, the two samples are cleaned, and the samples are dried for 48 hours at the temperature of 105 ℃ until the quality is not changed, so that the residual water in the two samples is removed.
2) The dried rock sample is used for flow experiments of fluid media such as oil, water and the like and two-dimensional nuclear magnetic resonance tests are carried out, and a two-dimensional nuclear magnetic T 1-T2 distribution spectrogram in the experimental process is obtained; the flow experiment of the rock sample fluid medium and the two-dimensional nuclear magnetism T 1-T2 test thereof need to ensure that the sample signal is completely from the sample and the fluid inside the sample, and after the fluid enters and exits the sample, the fluid on the surface of the sample needs to be cleared in time and then the two-dimensional nuclear magnetism T 1-T2 test is carried out.
3) Calculating the barycenter coordinates corresponding to each T 1-T2 distribution spectrogram of the rock sample by using the obtained two-dimensional nuclear magnetism T 1-T2 distribution data by using a weighted barycenter method, and calculating the T 1/T2 value corresponding to each barycenter according to the barycenter coordinates;
Wherein, this step 3) requires taking the two-dimensional nuclear magnetic signal quantity of the rock sample as the weight of the relaxation times of T 1 and T 2 to determine the centroid of the T 1-T2 distribution map; for a data point i in the two-dimensional nuclear magnetism T 1-T2 chart, the corresponding longitudinal and transverse relaxation times can be respectively expressed as T 1i and T 2i, and the corresponding water volume is V i, and the weight corresponding to the point is:
Wherein W i in the above formula (3) represents the weight of the data point i; t i represents the relaxation time corresponding to data point i; v i is the two-dimensional nuclear magnetic semaphore corresponding to data point i.
The centroid coordinates in one dimension can be calculated by summing the weights of all points in the graph, and the calculation formula is:
D=∑Wi (4);
Wherein D in the above formula (4) represents a centroid coordinate position in one dimension; w i represents the weight of data point i in the two-dimensional T 1-T2 profile. For the two-dimensional nuclear magnetic T 1-T2 profile, D is the relaxation times of T 1 and T 2, so the above equations (3) and (4) can be further converted into:
Wherein T 1ce and T 2ce in formulas (5) - (6) above represent the T 1 and T 2 coordinates of the centroid, respectively; w 1i and W 2i represent weights for data point i in both dimensions T 1 and T 2; t 1i and T 2i represent T 1 and T 2 relaxation times corresponding to data point i. The position of the centroid of the two-dimensional nuclear magnetic T 1-T2 distribution diagram is the result of weighted average of all data points, and can be converted into a coordinate form to be expressed in the following expression mode:
Thus, the T 1/T2 value of the centroid can be calculated according to the coordinate value of the centroid, namely:
Wherein R T1/T2 in the above formula (8) represents the T 1/T2 value of the centroid.
4) And creating a rock sample centroid T 1-T2 distribution diagram and a centroid T 1/T2 value fluctuation condition diagram, and analyzing occurrence and migration characteristics of fluid in the reservoir rock under different states.
In the step 4), occurrence and migration characteristic analysis of fluid in the rock sample is carried out according to the obtained centroid distribution condition and the T 1/T2 value thereof, and the specific analysis steps are as follows:
4.1 Projecting the obtained centroid coordinates into a T 1-T2 distribution diagram by taking two dimensions as coordinate axes, and marking each rock sample and the fluid state corresponding to the rock sample in the diagram;
4.2 According to the migration rule of the mass center position of the rock sample, so as to develop fluid migration characteristic analysis; wherein movement of the centroid along the diagonal direction of the T 1-T2 plot represents the fluid migration process within each stage of pore of the rock sample; movement of the centroid perpendicular to the diagonal of the T 1-T2 plot represents the change in fluid activity that exists in the experiment;
4.3 Drawing a relation diagram corresponding to the centroid coordinate T 1/T2 value and the experimental time, and analyzing the fluid occurrence characteristic according to the fluctuation condition of the centroid T 1/T2 value; wherein an increase in the centroid T 1/T2 value represents an increase in the degree of fluid binding by the aperture and a decrease in the centroid T 1/T2 value represents a decrease in the degree of fluid binding by the aperture;
4.4 Characterizing the migration trend of the fluid in the rock sample in the pore by using the centroid migration result obtained in the step 4.2); and (3) further carrying out analysis on the evolution process of the fluid occurrence state by combining the law of fluctuation of the rock sample centroid coordinate T 1/T2 value obtained in the step 4.3) along with time, and thus, realizing comprehensive analysis on the fluid occurrence and migration characteristics in the reservoir rock.
The following is a further description of the present invention with reference to specific examples.
This example takes the experimental procedure of spontaneous imbibition of cores of sandstone and shale and fully saturated distilled water as an example. In the experiment, room temperature was maintained at 20℃and the pressure was normal atmospheric pressure (0.1 MPa). Samples included 2 cylindrical cores 5cm long and 2.5cm in diameter to conduct experiments, labeled SA (sandstone sample) and SH (shale sample).
In the spontaneous imbibition experiment, two samples were tested for two-dimensional nuclear magnetism T 1-T2 using a plurality of time nodes to obtain corresponding T 1-T2 distribution diagrams, wherein the T 1-T2 distribution diagrams of 90 minutes, 4580 minutes and 9980 minutes and SH at 90 minutes, 1070 minutes and 4560 minutes after the SA experiment is started are shown in FIG. 2. Thereafter, the two samples were transferred to a pressurizing pump, distilled water was injected into the pump, and the pressure was increased to 30MPa and maintained for 24 hours, to prepare a sample of completely saturated water. Two samples in the fully saturated water state were subjected to a line two-dimensional nuclear magnetism T 1-T2 test, and a T 1-T2 distribution diagram of the corresponding state was obtained as shown in FIG. 3. As can be seen from fig. 2 and 3, the signal of SA is distributed in the narrowband region of T 1 =1-100 ms and T 2 =0.5-500 ms, while the signal of SH is distributed in the elliptical region of T 1 =0.3-30 ms and T 2 =0.2-20 ms. Compared with SA, the relaxation times of T 1 and T 2 corresponding to SH are obviously shorter, and the characteristics of numerous shale pore development are reflected.
The two-dimensional nuclear magnetism T 1-T2 distribution data obtained in the imbibition and saturation experiment can be converted into centroid coordinates by using the formulas (3) - (7). And projecting the obtained barycenter coordinates into the T 1-T2 distribution diagram, so that the migration condition of the barycenter in the T 1-T2 distribution diagram in the whole experimental process can be obtained, as shown in fig. 4. According to the formula (8), the value of T 1/T2 corresponding to the centroid can be further calculated, so as to obtain the fluctuation process of the value of the centroid T 1/T2 in the experiment, as shown in fig. 5.
According to the information provided by fig. 4 and 5, the occurrence and migration characteristic analysis of water in the rock sample can be performed. Fig. 4 shows that the centroids of the two rock samples fall mainly in the range of 10-1000ms for T 1 and T 2 relaxation times. Throughout the experiment, the centroids of SA and SH moved primarily in the diagonal (T 1=T2 line) direction, with the centroid of SA moving up and right and the centroid of SH moving down and left. From the characteristic of centroid migration, it can be seen that the water in SA tends to migrate to the macropores during spontaneous imbibition, while the water in SH tends to be small Kong Yunyi, and the characteristic of no significant deviation from the diagonal is adopted, and this phenomenon follows the law of two types of reservoir rocks in the water entering process, and can be used for researching the distribution characteristics of water in the reservoir rocks.
The ratio of centroid T 1/T2 of the two samples was mainly between 0.5 and 2.0, consistent with the expected relaxation properties of distilled water. During the experimental process, the centroid T 1/T2 values of the two rock samples show a trend of increasing first and then stabilizing, and finally approach to the T 1/T2 value in the saturated state. The change rule shows the trend that the binding degree of water in the pores of the rock sample gradually increases along with saturation, and accords with the filling rule of pore water in the process of imbibition to saturation. It follows that centroid T 1/T2 values are useful in studying the presence of water in reservoir rock pores.
The invention overcomes the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to carry out contrast analysis on multiple groups of data, simplifies the display mode of two-dimensional nuclear magnetic resonance distribution data, provides a new reference standard for quantitative analysis of the two-dimensional nuclear magnetic resonance data, and solves the defect that the existing two-dimensional nuclear magnetic resonance data processing method is difficult to carry out contrast analysis on multiple groups of data.
Finally, it should be noted that: the above embodiments are only for illustrating the technical solution of the present invention, and not for limiting the same; although the invention has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical scheme described in the foregoing embodiments can be modified or some or all of the technical features thereof can be replaced by equivalents; such modifications and substitutions do not depart from the spirit of the invention.

Claims (7)

1.一种岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于:先获取含水岩石的二维核磁T1-T2分布数据,利用提出的加权质心计算方法将核磁谱图原始数据进行转化,以得到质心坐标并计算各质心所对应的T1/T2值,以分析储层岩石内流体赋存和动态运移规律;1. A rock two-dimensional nuclear magnetic T 1 -T 2 weighted centroid fluid occurrence state analysis method, characterized in that: firstly obtain the two-dimensional nuclear magnetic T 1 -T 2 distribution data of water-bearing rock, transform the original nuclear magnetic spectrum data using the proposed weighted centroid calculation method to obtain the centroid coordinates and calculate the T 1 /T 2 value corresponding to each centroid to analyze the fluid occurrence and dynamic migration law in the reservoir rock; 所述岩石二维核磁T1-T2加权质心流体赋存状态分析方法具体包括以下步骤:The rock two-dimensional nuclear magnetic T 1 -T 2 weighted centroid fluid occurrence state analysis method specifically includes the following steps: 1)选取岩石样品制备并进行清洗烘干,记录原始质量并利用二维核磁共振获取其基底T1-T2分布数据;1) Select rock samples, prepare them, clean and dry them, record their original mass and use two-dimensional nuclear magnetic resonance to obtain their base T 1 -T 2 distribution data; 2)将烘干后的岩样用于流体介质的流动实验并开展二维核磁共振测试,得到实验过程中二维核磁T1-T2分布谱图;2) Using the dried rock sample for a fluid medium flow experiment and conducting a two-dimensional nuclear magnetic resonance test to obtain a two-dimensional nuclear magnetic T 1 -T 2 distribution spectrum during the experiment; 3)将得到的二维核磁T1-T2分布数据使用加权质心法计算岩样各个T1-T2分布谱图所对应的质心坐标,并根据质心坐标计算各质心所对应的T1/T2值;3) Using the weighted centroid method to calculate the centroid coordinates corresponding to each T 1 -T 2 distribution spectrum of the rock sample using the obtained two-dimensional nuclear magnetic T 1 -T 2 distribution data, and calculating the T 1 /T 2 value corresponding to each centroid based on the centroid coordinates; 4)创建岩样质心T1-T2分布图与质心T1/T2值波动情况图,分析不同状态下储层岩石内流体的赋存和运移特征;4) Create a rock sample centroid T 1 -T 2 distribution map and a centroid T 1 /T 2 value fluctuation map to analyze the occurrence and migration characteristics of fluids in reservoir rocks under different conditions; 所述步骤3)的具体过程为:以岩样的二维核磁信号量作为质心T1和T2弛豫时间的权重,以确定T1-T2分布图的质心;对于在二维核磁T1-T2图中的数据点i,其所对应的纵向和横向弛豫时间分别表示为T1i和T2i,其所对应的水体积为Vi,则该数据点i所对应的权重为:The specific process of step 3) is as follows: the two-dimensional nuclear magnetic signal of the rock sample is used as the weight of the centroid T 1 and T 2 relaxation times to determine the centroid of the T 1 -T 2 distribution diagram; for a data point i in the two-dimensional nuclear magnetic T 1 -T 2 diagram, its corresponding longitudinal and transverse relaxation times are respectively expressed as T 1i and T 2i , and its corresponding water volume is V i , then the weight corresponding to the data point i is: 其中,上式(3)中Wi代表数据点i的权重,Ti代表与数据点i对应的弛豫时间,Vi是与数据点i对应的二维核磁信号量;Wherein, in the above formula (3), Wi represents the weight of data point i, Ti represents the relaxation time corresponding to data point i, and Vi is the 2D NMR signal corresponding to data point i; 对一个维度上的质心坐标,通过对图中所有点的权重进行求和以计算,其计算公式为:The centroid coordinates in one dimension are calculated by summing the weights of all points in the graph. The calculation formula is: D=∑Wi (4);D = ∑W i (4); 其中,上式(4)中D代表一个维度上的质心坐标位置;Wi代表二维T1-T2分布图中数据点i的权重;对二维核磁T1-T2分布图而言,D即为质心T1与T2的弛豫时间,故将以上公式(3)和公式(4)进一步转化为:Wherein, in the above formula (4), D represents the coordinate position of the centroid in one dimension; Wi represents the weight of data point i in the two-dimensional T1 - T2 distribution diagram; for the two-dimensional nuclear magnetic T1 - T2 distribution diagram, D is the relaxation time of the centroid T1 and T2 , so the above formulas (3) and (4) are further transformed into: 其中,上式(5)-(6)中T1ce和T2ce分别代表质心T1和T2的坐标,W1i和W2i分别代表在质心T1与T2两个维度上数据点i的权重,T1i和T2i分别代表数据点i所对应的质心T1与T2弛豫时间;二维核磁T1-T2分布图的质心的位置是所有数据点加权平均的结果,转化为坐标形式表示,其表达式为:Wherein, in the above formulas (5)-(6), T 1ce and T 2ce represent the coordinates of the centroid T 1 and T 2 , respectively, W 1i and W 2i represent the weights of the data point i in the two dimensions of the centroid T 1 and T 2, respectively, and T 1i and T 2i represent the relaxation times of the centroid T 1 and T 2 corresponding to the data point i, respectively; the position of the centroid of the two-dimensional nuclear magnetic T 1 -T 2 distribution diagram is the result of the weighted average of all data points, which is converted into coordinate form and expressed as follows: 由此,质心的T1/T2值依据质心的坐标数值计算得到,即:Therefore, the T 1 /T 2 value of the centroid is calculated based on the coordinate value of the centroid, that is: 其中,上式(8)中RT1/T2代表质心的T1/T2值。Wherein, R T1/T2 in the above formula (8) represents the T 1 /T 2 value of the centroid. 2.如权利要求1所述的岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于,所述步骤1)的具体过程为:首先使用标样对核磁共振信号进行标定,将选取的岩石样品切割为岩心柱后清洗烘干以去除其表面灰尘以及内部的残余水,然后对清洗烘干后的岩样进行二维核磁T1-T2测试,以获取干燥岩样的基底T1-T2分布数据。2. The rock two-dimensional nuclear magnetic resonance T 1 -T 2 weighted centroid fluid occurrence state analysis method according to claim 1 is characterized in that the specific process of step 1) is: firstly, the nuclear magnetic resonance signal is calibrated using a standard sample, the selected rock sample is cut into core columns, and then cleaned and dried to remove dust on the surface and residual water inside, and then the cleaned and dried rock sample is subjected to a two-dimensional nuclear magnetic resonance T 1 -T 2 test to obtain the basal T 1 -T 2 distribution data of the dry rock sample. 3.如权利要求2所述的岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于,所述二维核磁T1-T2测试使用了适用于二维磁场的SR-CPMG脉冲序列,所采用的相关参数为:回波间隔TE=0.132毫秒,回波个数NECH=3788,扫描次数n=32,等待时间Tw=750毫秒,循环步数为30。3. The rock two-dimensional nuclear magnetic T 1 -T 2 weighted centroid fluid occurrence state analysis method according to claim 2, characterized in that the two-dimensional nuclear magnetic T 1 -T 2 test uses an SR-CPMG pulse sequence suitable for a two-dimensional magnetic field, and the relevant parameters used are: echo interval TE = 0.132 milliseconds, number of echoes NECH = 3788, number of scans n = 32, waiting time T w = 750 milliseconds, and number of cycle steps is 30. 4.如权利要求1所述的岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于:所述步骤2)中岩样流体介质的流动实验及其二维核磁T1-T2测试需保证样品信号完全来自于样品及其内部流体本身,在流体进入及排出样品后,样品表面流体需及时清除后开展二维核磁T1-T2测试。4. The rock two-dimensional nuclear magnetic T 1 -T 2 weighted centroid fluid occurrence state analysis method according to claim 1, characterized in that: the flow experiment of the rock sample fluid medium and its two-dimensional nuclear magnetic T 1 -T 2 test in step 2) need to ensure that the sample signal is completely derived from the sample and its internal fluid itself, and after the fluid enters and exits the sample, the fluid on the sample surface needs to be cleared in time before the two-dimensional nuclear magnetic T 1 -T 2 test is carried out. 5.如权利要求1所述的岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于,所述步骤4)是根据所获取的质心分布情况及其T1/T2值开展岩样内流体的赋存和运移特征分析,具体分析步骤如下:5. The rock two-dimensional nuclear magnetic T 1 -T 2 weighted centroid fluid occurrence state analysis method according to claim 1, characterized in that the step 4) is to carry out the occurrence and migration characteristics analysis of the fluid in the rock sample according to the obtained centroid distribution and its T 1 /T 2 value, and the specific analysis steps are as follows: 4.1)将已获得的质心坐标以两个维度为坐标轴投影至T1-T2分布图中,并在图中标记各个岩样及岩样所对应的流体状态;4.1) Project the obtained centroid coordinates onto the T 1 -T 2 distribution diagram with two dimensions as coordinate axes, and mark each rock sample and the fluid state corresponding to the rock sample in the diagram; 4.2)依据岩样质心位置的迁移规律,以开展流体运移特征分析;4.2) Analyze the characteristics of fluid migration based on the migration law of the center of mass of the rock sample; 4.3)绘制质心坐标T1/T2值与实验时间所对应的关系图,依据质心T1/T2值波动情况分析流体赋存特征;4.3) Draw a relationship diagram between the centroid coordinate T 1 /T 2 value and the experimental time, and analyze the fluid occurrence characteristics based on the fluctuation of the centroid T 1 /T 2 value; 4.4)利用上述步骤4.2)中得到的质心迁移结果表征岩样内流体在孔隙中的运移趋势;结合上述步骤4.3)中得到的岩样质心坐标T1/T2值随时间波动的规律,进一步开展流体赋存状态演化过程分析,即实现储层岩石内流体赋存和运移特征的综合分析。4.4) The centroid migration result obtained in step 4.2) is used to characterize the migration trend of the fluid in the pores of the rock sample; combined with the time fluctuation law of the centroid coordinate T 1 /T 2 value of the rock sample obtained in step 4.3), the evolution process of the fluid occurrence state is further analyzed, that is, a comprehensive analysis of the occurrence and migration characteristics of the fluid in the reservoir rock is achieved. 6.如权利要求5所述的岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于,所述步骤4.2)中的流体运移特征包括:质心沿二维核磁T1-T2分布图对角线方向的移动代表流体在岩样各级孔隙内存在运移过程,其中向右上方移动代表流体向更大孔隙中的运移,反之为向更小孔隙中的运移;质心垂直于二维核磁T1-T2分布图对角线方向的移动代表流体活动性的变化,其中向左上方的移动代表流体活动性的降低,反之代表着流体活动性的增加。6. The method for analyzing the fluid occurrence state of rock two-dimensional nuclear magnetic T1 - T2 weighted centroid according to claim 5, characterized in that the fluid migration characteristics in step 4.2) include: the movement of the centroid along the diagonal direction of the two-dimensional nuclear magnetic T1 - T2 distribution diagram represents the migration process of the fluid in the pores of each level of the rock sample, wherein the movement to the upper right represents the migration of the fluid to larger pores, and vice versa represents the migration to smaller pores; the movement of the centroid perpendicular to the diagonal direction of the two-dimensional nuclear magnetic T1 - T2 distribution diagram represents the change of fluid activity, wherein the movement to the upper left represents the decrease of fluid activity, and vice versa represents the increase of fluid activity. 7.如权利要求5所述的岩石二维核磁T1-T2加权质心流体赋存状态分析方法,其特征在于,所述步骤4.3)中流体赋存特征表现为:质心T1/T2值的增长代表流体受孔隙束缚程度的增加,质心T1/T2值的降低代表流体受孔隙束缚程度的降低。7. The rock two-dimensional nuclear magnetic T 1 -T 2 weighted centroid fluid occurrence state analysis method according to claim 5, characterized in that the fluid occurrence characteristics in step 4.3) are as follows: an increase in the centroid T 1 /T 2 value represents an increase in the degree of pore constraint of the fluid, and a decrease in the centroid T 1 /T 2 value represents a decrease in the degree of pore constraint of the fluid.
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Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108049866A (en) * 2017-12-11 2018-05-18 中石化石油工程技术服务有限公司 Two-dimensional NMR Logging tight gas reservoir quantitative evaluation method
CN117090564A (en) * 2023-09-20 2023-11-21 中国石油化工股份有限公司 Gas reservoir fluid property identification method based on two-dimensional nuclear magnetic resonance fluid component coefficient

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4642567A (en) * 1984-06-04 1987-02-10 Indiana University Foundation Methods for two dimensional nuclear magnetic resonance imaging
CN104764763B (en) * 2015-03-05 2017-08-29 中国科学院过程工程研究所 A kind of method that application low-field nuclear magnetic resonance technology determines gelation time
US11125705B2 (en) * 2019-05-13 2021-09-21 Exxonmobil Upstream Research Company Advanced NMR analysis of pore type distribution in core samples using hydraulic fluid exchange
CN117288798A (en) * 2023-09-20 2023-12-26 中国石油化工股份有限公司 Sandstone throat scale characterization method based on two-dimensional nuclear magnetism and diffusion relaxation correction
CN117110352B (en) * 2023-10-25 2023-12-22 东北石油大学三亚海洋油气研究院 Method for calibrating two-dimensional nuclear magnetism T1-T2 distribution of shale medium reservoir fracture

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108049866A (en) * 2017-12-11 2018-05-18 中石化石油工程技术服务有限公司 Two-dimensional NMR Logging tight gas reservoir quantitative evaluation method
CN117090564A (en) * 2023-09-20 2023-11-21 中国石油化工股份有限公司 Gas reservoir fluid property identification method based on two-dimensional nuclear magnetic resonance fluid component coefficient

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