Lower limits of physical properties and classification evaluation criteria of the tight reservoir in the Ahe Formation in the Dibei Area of the Kuqa depression
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Caiyuan Dong
, Wei Yang
Abstract
The Ahe Formation in the Dibei Area is a key natural gas exploration formation in the northern structural belt. Based on geological data such as formation tests and physical properties, the tight reservoirs were determined using the empirical statistics method, distribution function method, oil-bearing occurrence method, and bound fluid saturation method reasonably. The lower limit of the oil-bearing physical properties of the layer was further analyzed for the differences between the methods. The pore-throat structure of tight sandstone was characterized by high-pressure mercury intrusion data, and the classification and evaluation standard of tight sandstone in the Ahe Formation in the Dibei Area was established combining fractal theory and physical property data. The results show that the lower physical limit porosity of the tight reservoir of the Ahe Formation in the Dibei Area is 2.4%, and the lower permeability limit is 0.021 × 10−3 μm2. According to the fractal dimension characteristics of the mercury injection curve, the different structural characteristics of four types of pores (fracture, macropore, mesopore, and small pore) can be divided with the boundary values are 3,000, 1,000, and 100 nm; the tight reservoir of the Ahe Formation in Dibei Area can be classified into four categories: (a) type I reservoir (Ф > 7%), mainly composed of fracture and macropore; (b) type II reservoir (4% < Ф < 7%), mainly made up of macropore and mesopore; (c) type III reservoir (2% < Ф < 4%), mainly formed by mesopore; and (d) type IV reservoir (Ф < 2%) dominated by small pore, followed by mesopore.
1 Introduction
Tight oil and gas is a hot spot in unconventional oil and gas fields after shale gas [1]. By 2018, tight oil geological resources and technically recoverable resources in China are 178.2 × 108 t and 12.34 × 108 t, respectively, while tight gas geological resources and technically recoverable resources are 21.8 × 1012 m3 and 10.9 × 1012 m3, respectively [2]. Compared with the huge potential of tight oil and gas, the exploration and development of tight oil and gas is still lagging behind. Thus, it is necessary to strengthen the exploration, evaluation, and development of tight oil and gas, and the determination of the lower limit of physical property of tight reservoirs is the key to evaluate the development potential of tight oil and gas reservoirs. Current methods for determining the lower limit of physical properties in tight reservoirs can be categorized into two types: (i) determine the lower limit of effective reservoir physical property according to the statistical relationship between reservoir oil bearing and reservoir physical property [3,4,5,6,7,8,9], such as testing method, oil-bearing occurrence method, oil testing method, and distribution function curve method. The main parameter of this method is the ability to produce fluid, and its data are easily affected by the completion method and oil testing technology. (ii) The lower limit of the effective reservoir physical property is determined according to the correlation between different physical property parameters of the reservoir [10,11,12,13,14,15], such as porosity–permeability intersection method, empirical statistics method, minimum pore-throat radius method, irreducible water saturation method, and drilling fluid invasion method. The determination results are affected by the representativeness and quantity of samples in the methods mentioned above; thus, the lower limit of physical properties of tight reservoirs should be determined by combining various methods.
Tight sandstone reservoir classification evaluation is also a significant part of the tight oil and gas exploration and development, and its accuracy is related to the selection of exploration targets and the evaluation of oil and gas resources [16]. The petrophysical facies method was primarily used to establish favorable petrophysical facies identification standards, clarify its plane distribution, and predict favorable reservoir distribution and tight reservoir’s “dessert” areas [17,18,19,20]. However, this method is difficult to provide quantitative criteria for reservoir classification evaluation. With the progress of experimental testing technology, some scholars have introduced parameters such as percentage of movable fluid, starting pressure gradient, clay mineral content, crude oil viscosity, and shape factor to establish reservoir classification evaluation criteria through clustering analysis, multiple classification coefficient methods, etc. [21,22,23,24]. Moreover, reservoir evaluation can be revealed by pore-throat structure classification. The pore-throat structure parameters can be obtained by high-pressure mercury injection and constant rate mercury injection, etc. [25,26,27]. This classification method has achieved good evaluation results on reservoir classification of tight oil and gas.
The extent of the exploration and development of tight oil and gas is low in the Dibei Area of the Kuqa Depression; the evaluation criteria of reservoir classification are need to be used in the estimation of tight oil and gas. Several methods, like the empirical statistical method, distribution function method, oil-bearing occurrence method, and method of bound water saturation, are used to determine lower limits of physical properties of the tight reservoir in this article. A new method, mercury intrusion fractal theory, is introduced for pore size classification in this research. Based on the classification scheme, the percentage of pore volume in different sizes is counted, and the reservoirs are classified in order to provide guidance for the exploration of tight reservoirs in the Dibei Area of the Kuqa Depression.
2 Geological setting
The Kuqa Depression is located in the northern part of the Tarim Basin, with a width of 30–120 km from north to south, with a total length of 450 km from east to west and with a total area of 2.8 × 104 km2. According to the characteristics of structural deformation and formation age, the Kuqa Depression can be divided into six secondary structural units from the west to the east, which are Wushi Sag, Baicheng Sag, Kelasu Thrust Belt, northern Structural Belt, Qiulitage Thrust Belt, and Yangxia Sag [28] (Figure 1). Among them, the northern structural belt can be further divided into the northern monoclinic belt and the Yiqikelik Structural Belt. The previous exploration practice confirms that the field has superior hydrocarbon geological conditions and great exploration potential [29]. The exploration degree is low, and the main producing oil layer is the Lower Jurassic Ahe Formation [15]. The results of the fourth resource evaluation of China National Petroleum Corporation (CNPC) show that the natural gas resources in the northern Structural Belt are 2.59 × 1012 m3, and the oil resources are 1.28 × 108 t, of which the tight gas and oil geological reserves are 223 × 108 m3 and 476 × 104 t. However, at present, only high-yield oil and gas reservoirs are found around Well YN2 and Well DB5 in the Dibei Area.

Structural location of the Kuqa Depression.
The sedimentary facies of the Lower Jurassic Ahe Formation in the Dibei Area is braided river delta plain subfaces [30]; the main lithology is lithic sandstone, followed by feldspar lithic sandstone and little feldspathic litharenite. The reservoir has obvious compact characteristics, showing that the porosity ranges from 0.30 to 11.31%, with an average of 4.5%, while the permeability is in the range from 0.007 to 71.4 × 10−3 μm2, with a mean value of 1.0 × 10−3 μm2. Casting sheet image analysis shows that the main pore type is intergranular dissolved pore and microfracture, with an average pore size of 1.76 μm and a plane porosity of 2.5%.
3 Experiments and methodologies
The physical property data, formation test conclusion, and irreducible water saturation data of this study are provided by the Exploration and Development Research Institute of the Tarim Oilfield Branch of PetroChina. Thirty-nine tight sandstone samples of the Ahe Formation were collected in the Dibei Area. Table 1 shows the basic information of Ahe samples in the Dibei Area. Mercury intrusiong capillary porosimetry (MICP) experiments were carried out to study the pore-throat size and distribution characteristics of tight sandstone.
Sample information for MICP in the Ahe Formation from the Dibei Area
Sample ID | Well | Depth (m) | Porosity (%) | Permeability (×10−3 μm2) |
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T1 | YN5 | 4765.50 | 7.4 | 4.40 |
T2 | 4766.19 | 6.00 | 1.12 | |
T3 | 4769.28 | 5.47 | 0.42 | |
T4 | 4769.42 | 6.70 | 1.15 | |
T5 | 4769.80 | 7.90 | 10.2 | |
T6 | 4771.62 | 2.50 | 0.03 | |
T7 | 4774.50 | 5.40 | 0.55 | |
T8 | 4774.84 | 4.20 | 1.31 | |
T9 | 4775.12 | 7.20 | 1.27 | |
T10 | 4775.69 | 8.40 | 2.49 | |
T11 | 4777.20 | 6.10 | 0.30 | |
T12 | 4779.13 | 8.80 | 21.5 | |
T13 | 4782.35 | 6.9 | 31.4 | |
T14 | 4783.27 | 6.70 | 8.75 | |
T15 | 4842.64 | 3.90 | 0.16 | |
T16 | 4844.06 | 7.00 | 3.09 | |
T17 | 4849.22 | 8.90 | / | |
T18 | 4890.14 | 5.00 | 1.26 | |
T19 | 5013.42 | 1.60 | 0.05 | |
T20 | YN2C | 4729.67 | 3.70 | 0.09 |
T21 | 4729.95 | 5.60 | 0.32 | |
T22 | 4730.35 | 9.00 | 29.40 | |
T23 | 4730.80 | 2.70 | / | |
T24 | 4731.02 | 3.90 | 0.39 | |
T25 | 4731.30 | 3.50 | 1.15 | |
T26 | 4731.50 | 4.90 | 0.30 | |
T27 | 4731.85 | 7.10 | 0.96 | |
T28 | 4732.77 | 4.00 | 0.16 | |
T29 | 4733.86 | 6.00 | 0.83 | |
T30 | 4735.86 | 2.60 | 0.05 | |
T31 | 4738.88 | 3.80 | 0.21 | |
T32 | 4751.66 | 6.70 | 0.44 | |
T33 | 4755.08 | 8.10 | 3.87 | |
T34 | 4755.28 | 10.10 | 6.95 | |
T35 | 4759.23 | 2.70 | 0.06 | |
T36 | YN2 | 4702.30 | 4.40 | 0.09 |
T37 | 4787.50 | 4.50 | 0.21 | |
T38 | 4840.20 | 3.90 | 74.60 | |
T39 | 4841.50 | 1.60 | 0.08 |
MICP analysis of all tight sandstone samples was carried out in accordance with the GBT21650.1-2008 standard. The samples should be pretreated before analysis. The samples were first crushed into 3–6 mm particles and then dried in a vacuum oven at 150°C for 1 h. Tight sandstone samples were analyzed by an Autopore IV 9500 instrument at a temperature of 16℃, a humidity of 50%, and a standard atmospheric pressure. When the pressure range is 0.0007–245 MPa and the pore radius is 0.003–1,000 μm, the mercury entry/withdrawal curve of each sample is obtained.
4 Results and discussion
4.1 The lower limit of physical properties of a tight reservoir
According to the difference in the description content of the lower limit of reservoir physical property parameters, Dai et al. [31] divided them into the industrial and the reservoir lower limits. The industrial lower limit is the lower limit of the pore-throat radius or the physical properties of the rocks in which oil and gas can percolate from pores and form effective oil-gas flows under the existing industrial technology conditions. It is also the physical property limit of effective tight reservoirs. With the application of technologies such as volume fracturing, segmental fracturing, well pattern intensification, and horizontal wells, oil and gas in reservoirs with lower physical properties can be extracted. Reducing the lower limit of physical properties provides a favorable scientific basis for providing high oilfield production and estimating the resource potential of tight reservoirs [32–34]. The latter is the lower limit of physical properties of reservoirs with storage capacity, which is the lower limit of physical properties for judging whether tight reservoirs can contain oil. Therefore, the evaluation of tight reservoirs needs to determine whether the reservoir can produce oil and gas and whether the reservoir contains oil and gas.
4.1.1 Empirical statistical method
The empirical statistical method is a cumulative frequency statistical method based on core analysis of porosity and permeability data and is bounded by the loss of the cumulative seepage capacity in the low pore and permeability section, accounting for about 5% of the total cumulative accumulation. The lower limit value of physical properties obtained from the above method commonly has statistical characteristics, which has become a method commonly used in major oil and gas fields in the world. Considering the low physical properties of tight reservoirs in the Dibei Area, it is determined that the cumulative frequency loss of no more than 20% of the total cumulative can be used as the basis for determining the lower limit of reservoir physical properties. When the lower limit of porosity is 2.5%, the cumulative frequency loss reaches 20%. Therefore, the lower limit of porosity of tight sandstone reservoirs of the Ahe Formation in the Dibei Area is 2.5% by empirical statistical method (Figure 2).

Distribution histogram of porosity loss curve of tight reservoir in Ahe Formation of the Dibei Area.
4.1.2 Distribution function method
The distribution function is one of the most important mathematical characteristics of geological entities. The overall distribution rule of research variables, such as distribution curves and characteristic functions obtained from statistical analysis, is a method commonly used in geology, especially petroleum geology research. Based on this general cognition, Yang et al. [35] proposed a method to obtain the lower limit of reservoir physical properties using the distribution function curve, that is, the distribution function curve method. The distribution function curve method is used to obtain the lower limit of reservoir physical properties. When the original data are a large sample (N > 30), the frequency method is commonly used to form the distribution function density curve. The specific method is to plot the physical property frequency distribution curves of the effective reservoir and the non-effective reservoir in the same coordinate system, and the value corresponding to the intersection point of the two curves is the lower limit value of the physical property of the effective reservoir.
Through the statistical analysis of the logging interpretation physical property data and the comprehensive geological interpretation results of oil and gas of the Ahe tight reservoir in the research region, the lower limit of the porosity of the effective reservoir was obtained based on the distribution function curve method. The value is 2.4% (Figure 3).

Histogram of the porosity frequency distribution of effective and ineffective reservoirs in tight sandstone reservoirs of the Ahe Formation in the Dibei Area.
4.1.3 Oil-bearing occurrence method
According to core data, physical property analysis data, and logging data, the tight sandstone reservoir with oil traces or above can be considered as an oil-bearing reservoir. Therefore, the porosity–permeability intersection diagram of different oil-bearing occurrences can be used to determine the lower limit of oil-bearing porosity and permeability of tight sandstone. The porosity–permeability crossplot of tight reservoirs of different oil-bearing grades in the Ahe Formation in the Dibei Area was drawn separately (Figure 4). It shows a clear boundary between the fluorescent and gas-bearing core samples and the core samples without display. Therefore, it can be considered that the lower limit of the oil-bearing porosity of the Ahe tight reservoir is 1.91%, and the lower limit of the permeability is 0.027 × 10−3 μm2.

Porosity–permeability crossplot of reservoirs of different oil-bearing grades in the Ahe formation of the Dibei Area.
4.1.4 Method of bound fluid saturation
Studies have shown that the reservoir space in the reservoir with bound water saturation greater than 80% is mainly micropores, which have poor ability for fluid storage and seepage with fluid production generally less than 1 t/day. Therefore, the bound water saturation is the porosity value corresponding to 80%, which is taken as the lower porosity limit of the effective reservoir in the study region [36]. This method has a certain degree of objectivity, while the empirical statistical method is to determine the lower limit of reservoir physical properties from the two aspects of reservoir capacity and percolation capacity, and the determination of the loss ratio has a certain degree of subjectivity. The function equation between porosity, permeability, and bound water saturation is used to calculate the corresponding porosity and permeability when the bound water saturation is 80%, which are taken as the lower limits of porosity and permeability. According to the functional relationship between the porosity, permeability, and bound water saturation of tight sandstone reservoirs in the Ahe Formation, the corresponding lower limits of porosity and permeability are calculated as 2.60% and 0.021 × 10−3 μm2, respectively (Figure 5).

The relationship between the porosity, permeability, and bound water saturation of tight sandstone in the Ahe Formation of the Dibei Area.
4.2 Classification evaluation criteria for tight reservoir
4.2.1 Classification of tight reservoir
The microscopic pore-throat structure of tight sandstone is the most essential factor determining its seepage capacity, and it is also the basis for establishing reservoir evaluation criteria. Although macroscopic physical parameters such as porosity and permeability are closely related to the oil-bearing capability of the sand body, the cause of porosity and permeability is determined by the pore structure, and the microparameters such as pore radius and sorting coefficient representing the pore-throat structure of the reservoir have good correlation with the oil-bearing capability of the sand body. The porosity, permeability, etc., which can directly characterize the reservoir quality, have a great correlation with the indicators such as pore (throat) structure parameters, displacement pressure, and sorting coefficient obtained directly from MICP data. Therefore, the classification and evaluation standard of the tight reservoir in the Dibei Area is established, owing to the combination of microscopic parameters (displacement pressure and pore-throat radius) and macro reservoir parameters (porosity and permeability).
According to Washburn [37], the pore radius can be derived from the mercury pressure curve:
where P c is the mercury intrusion capillary pressure, MPa; r is the radius of the pore throat, μm; σ is the surface tension, N/m; θ is the mercury wetting angle, °. In shale, mercury is a non-wetting phase, and σ is generally 0.48 N/m and θ is 140°.
MICP data of sandstone samples show that there are four different types of mercury pressure curves in the study area (Figure 6), and there are three inflection points (P c = 0.245 MPa, P c = 0.735 MPa, and P c = 7.35 MPa) in the capillary pressure curve of sandstone samples, which can be used to divide the connected pore fracture system in the sandstone of the Ahe Formation into fracture, macropore, mesopore, and small pore. Mercury can enter into those samples rich in fractures quickly and massively within a small capillary pressure range, which ends at the first inflection points (around 0.245 MPa, corresponding to a capillary diameter of about 3 μm). Similarly, macropore, mesopore, and small pore are also clearly distinguished by inflection points, which usually occur at 0.735 and 7.35 MPa (the corresponding pore radius is about 1,000 and 100 nm) (Figure 6). Therefore, the range of fracture is >3,000 nm, macropore is 3,000–1,000 nm, mesopore is 1,000–100 nm, and small pore is <100 nm.

Mercury intrusion curve of the Ahe Formation in the Dibei Area.
The rationality of the classification of sandstone pore fracture system can be verified by mercury intrusion fractal theory, which is commonly used to study the self-similarity and complexity of irregular shapes (it is usually expressed by fractal dimension). Elements with the same fractal dimension usually have certain self-similarity. Previous studies have shown that the pore structure of shale within a certain scale has self-similarity, and the pores in different scale ranges have different fractal dimensions [38,39]. For porous materials, the fractal characteristics of pore fractures can be described by mercury pressure intrusion curves, and the relationship is as follows:
Available through formula transformation:
where r is the radius of the pore throat; P c is the mercury inlet capillary pressure, MPa; P c,min is the minimum capillary pressure, MPa; S Hg is the percentage of accumulated mercury volume in the pores, %; D is the fractal dimension, a dimensionless factor. Based on the above classification method, the macropore, mesopore, and small pores have different fractal dimensions (Figure 7), which reflects the different structural characteristics of these four kinds of pores. Therefore, 100, 1,000, and 3,000 nm are the limit radius boundaries of small pores, mesopores, macropores, and fissures, respectively, so as to distinguish four different scales of pores.

Mercury intake–mercury removal curves and fractal characteristics of the Ahe Formation.
In summary, the pore classification scheme established in this study can be used to classify the pore size of the Ahe sandstone reservoir in the Dibei Area, and four types by pore radius (100, 1,000, and 3,000 nm) can be divided. Based on the classification scheme, the percentage of pore volume in different sizes is calculated, and the reservoirs in the study area are divided into four levels: type Ⅰ reservoir, type Ⅱ reservoir, type Ⅲ reservoir, and type Ⅳ reservoir (Table 1).
Type I reservoir is dominated by fractures and macropores, which account for 94.8% (Table 2). The radius distribution of the main pore-throat is more than 3 μm (Figure 8), the skewness is large, and the sorting is good. The average porosity and permeability are 8.2% and 14.97 × 10−3 μm2, respectively, and the maximum pore-throat radius is more than 4 μm, and the average pore-throat radius is from 1 to 1.3 μm. The displacement pressure is about 0.1 MPa, and the maximum mercury injection saturation is 70–80% (Figure 9). Type II reservoir mainly develops mesopore and macropore (Table 1), and the radius of the main pore throat is from 1 to 3 μm (Figure 8), and the platform area of the capillary pressure curve is wide and slow, the skewness is slightly large, and the sorting is good. The porosity and permeability of this type of reservoir are in the range from 6 to 8.7% and from 0.9 × 10−3 to 4.4 × 10−3 μm2, respectively. The average pore-throat radius ranges from 0.5 to 0.7 μm, the displacement pressure is 0.26–0.43 MPa, and the maximum mercury injection saturation is from 50 to 70% (Figure 9). Type III reservoir is dominated by mesopore, and the small pores are also developed (Table 2). The distribution range of the main pore-throat radius ranges from 0.1 to 1 μm (Figure 8). The capillary pressure curve platform area is wide and gentle, with fine skewness and good sorting. The porosity is distributed from 2.5 to 6.1%, the permeability is in the range from 0.02 × 10−3 to 1.15 × 10−3 μm2. The maximum pore-throat radius of this type of reservoir ranges from 0.3 to 0.8 μm, the average pore-throat radius is from 0.1 to 0.3 μm, and the displacement pressure is 1–2 MPa, and the maximum mercury saturation is in the range from 36.5 to 58.6% (Figure 9). Type IV reservoir is dominated by small pores and mesopores (Table 2). The distribution range of the main pore-throat radius is less than 1 μm (Figure 8). The capillary pressure curve platform area is narrow and finely skewed. The porosity of this type of reservoir is from 1.6 to 2.7% with permeability lower than 0.05 × 10−3 μm2, maximum pore-throat radius less than 0.1 μm, average pore-throat radius below 0.5 μm, displacement pressure more than 2 MPa, and maximum mercury saturation below 30% (Figure 9).
Pore development characteristics of tight sandstone in the Dibei Area
Type | Pore characteristics | Percentage | |||
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Small pore | Mesopore | Macropore | Fracture | ||
Ⅰ | Mainly fracture and macropore | 0.1 | 5.1 | 41.1 | 53.7 |
Ⅱ | Mainly macropore and mesopore | 0.1 | 50.1 | 49.8 | 0 |
Ⅲ | Mainly medium pore, a small number of small pore | 5.1 | 94.9 | 0 | 0 |
Ⅳ | Mainly small pore with some mesopore | 58.8 | 41.2 | 0 | 0 |

Distribution characteristics of pore diameter of mercury injection in four types of tight reservoir samples of the Ahe Formation in the Dibei Area.

Characteristics of main mercury intrusion parameters of four types of sandstone samples in the Ahe Formation in the Dibei Area.
4.2.2 Establishment of classification evaluation standards for tight reservoir
Figure 10 shows that the maximum connected pore-throat radius, average pore-throat radius, and sorting coefficient generally increase with the increase of porosity. In addition, all the above parameters show obvious segmentation, and the maximum connected pore-throat radius, the average pore-throat radius, and the porosity show obvious “tripartition” characteristics, that is, when the porosity is more than 7%, the pore-throat radius increases with the increase of porosity. While the porosity is between 4 and 7%, the pore-throat radius tends to be stable. And when the porosity is between 2 and 4%, the pore-throat radius increases obviously. When the porosity is less than 2%, the pore-throat radius becomes stable again. The sorting coefficient and porosity have similar segmental characteristics. According to the segmentation of the correlation between the above parameters and porosity, the reservoirs can be divided into four categories: invalid porosity (Ф < 2%), inefficient porosity (2% < Ф < 4%), medium porosity (4% < Ф < 7%), and high porosity (7% < Ф).

Correlation diagram between mercury injection parameters and porosity in the Ahe Formation.
It suggests that the connected pore-throat radius, average pore-throat radius, and sorting coefficient generally increase with the increase of permeability, and the tight sandstone reservoir in the study area shows obvious segmentation of the above parameters (Figure 11). The maximum pore-throat radius, average pore-throat radius, and permeability showed obvious “dichotomous” characteristics, that is, when the permeability is less than 0.1 × 10−3 μm2, the maximum pore-throat radius increases significantly with the increase of permeability. When the permeability is from 0.1 × 10−3 to 1 × 10−3 μm2, the maximum pore-throat radius rises to stabilize. The maximum pore-throat radius increases obviously, when the permeability is over 1 × 10−3 μm2. The sorting coefficient, average pore-throat radius, and permeability also show similar trends. According to the segmentation of the correlation between the above parameters and permeability, the permeability of tight sandstone reservoirs in the study area can be divided into three categories: ineffective permeability (K < 0.1 × 10−3 μm2), medium permeability (0.1 × 10−3 to 1 × 10−3 μm2), and high permeability (K > 1 × 10−3 μm2). In conclusion, according to the fractal theory of MICP and the relationship between physical properties and micro-pore (throat) structure parameters, the tight reservoirs can be divided into types Ⅰ, Ⅱ, Ⅲ, and Ⅳ (Table 3, Figure 12).

Correlation diagram between mercury injection parameters and permeability in the Ahe Formation.
Pore characteristics of tight sandstone in the Dibei Area
Ⅰ | Ⅱ | Ⅲ | Ⅳ | |
---|---|---|---|---|
Porosity (%) | >7 | 4–7 | 2–4 | <2 |
Permeability (10−3 μm2) | >1.0 | 0.1–1.0 | <0.1 | |
Displacement pressure | <0.2 | 0.2–1 | 1–2 | >2 |
Maximum pore-throat radius (μm) | >3.0 | 1–3 | 0.1–1 | <0.1 |
Average pore-throat radius (μm) | >1.0 | 0.5–1 | <0.5 | |
Maximum mercury injection saturation (%) | >60 | 30–60 | <30 |

The Ahe tight sandstone grading evaluation standard.
5 Conclusions
The lower limit porosity of the tight reservoir of the Ahe Formation in the Dibei Area is 2.4%, and the lower limit permeability of the tight reservoir is 0.021 × 10−3 μm2, by using the distribution function method, empirical statistics method, bound fluid saturation method, and other methods.
According to the fractal dimension characteristics of the mercury injection curve, the different structural characteristics of the four kinds of pores (fissure, macropore, mesopore, and small pore) are revealed. Among them, 3,000, 1,000, and 100 nm are the limit radius boundaries of the above four types of pores.
The tight reservoirs of the Ahe Formation in the Dibei Area can be divided into four types based on fractal theory and physical property data: (a) type I reservoir (Ф > 7%), mainly composed of fracture and macropore; (b) type II reservoir (4% < Ф < 7%), mainly made up of macropore and mesopore; (c) type III reservoir (2% < Ф < 4%), mainly formed by mesopore; (d) type IV reservoir (Ф < 2%) dominated by small pore, followed by mesopore.
Acknowledgments
This work was supported by Joint Fund Project of National Natural Science Foundation (Nos U22B6002 and 42202176) and CNPC Scientific Research and Technology Development Project (No. 2021DJ0605).
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Author contributions: C.D. contributed to the design of the study and wrote the manuscript and was the principal author of the manuscript. W.Y. contributed to the discussion of the results and manuscript refinement. J.L., D.L., X.W., W.M., H.Z., and X.Y. were responsible for the geological survey.
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Conflict of interest: Authors state no conflict of interest.
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Articles in the same Issue
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- Theoretical magnetotelluric response of stratiform earth consisting of alternative homogeneous and transitional layers
- The research of common drought indexes for the application to the drought monitoring in the region of Jin Sha river
- Evolutionary game analysis of government, businesses, and consumers in high-standard farmland low-carbon construction
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- Geospatial modeling of wildfire susceptibility on a national scale in Montenegro: A comparative evaluation of F-AHP and FR methodologies
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- Special Issue: Geospatial and Environmental Dynamics - Part I
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Articles in the same Issue
- Regular Articles
- Theoretical magnetotelluric response of stratiform earth consisting of alternative homogeneous and transitional layers
- The research of common drought indexes for the application to the drought monitoring in the region of Jin Sha river
- Evolutionary game analysis of government, businesses, and consumers in high-standard farmland low-carbon construction
- On the use of low-frequency passive seismic as a direct hydrocarbon indicator: A case study at Banyubang oil field, Indonesia
- Water transportation planning in connection with extreme weather conditions; case study – Port of Novi Sad, Serbia
- Zircon U–Pb ages of the Paleozoic volcaniclastic strata in the Junggar Basin, NW China
- Monitoring of mangrove forests vegetation based on optical versus microwave data: A case study western coast of Saudi Arabia
- Microfacies analysis of marine shale: A case study of the shales of the Wufeng–Longmaxi formation in the western Chongqing, Sichuan Basin, China
- Multisource remote sensing image fusion processing in plateau seismic region feature information extraction and application analysis – An example of the Menyuan Ms6.9 earthquake on January 8, 2022
- Identification of magnetic mineralogy and paleo-flow direction of the Miocene-quaternary volcanic products in the north of Lake Van, Eastern Turkey
- Impact of fully rotating steel casing bored pile on adjacent tunnels
- Adolescents’ consumption intentions toward leisure tourism in high-risk leisure environments in riverine areas
- Petrogenesis of Jurassic granitic rocks in South China Block: Implications for events related to subduction of Paleo-Pacific plate
- Differences in urban daytime and night block vitality based on mobile phone signaling data: A case study of Kunming’s urban district
- Random forest and artificial neural network-based tsunami forests classification using data fusion of Sentinel-2 and Airbus Vision-1 satellites: A case study of Garhi Chandan, Pakistan
- Integrated geophysical approach for detection and size-geometry characterization of a multiscale karst system in carbonate units, semiarid Brazil
- Spatial and temporal changes in ecosystem services value and analysis of driving factors in the Yangtze River Delta Region
- Deep fault sliding rates for Ka-Ping block of Xinjiang based on repeating earthquakes
- Improved deep learning segmentation of outdoor point clouds with different sampling strategies and using intensities
- Platform margin belt structure and sedimentation characteristics of Changxing Formation reefs on both sides of the Kaijiang-Liangping trough, eastern Sichuan Basin, China
- Enhancing attapulgite and cement-modified loess for effective landfill lining: A study on seepage prevention and Cu/Pb ion adsorption
- Flood risk assessment, a case study in an arid environment of Southeast Morocco
- Lower limits of physical properties and classification evaluation criteria of the tight reservoir in the Ahe Formation in the Dibei Area of the Kuqa depression
- Evaluation of Viaducts’ contribution to road network accessibility in the Yunnan–Guizhou area based on the node deletion method
- Permian tectonic switch of the southern Central Asian Orogenic Belt: Constraints from magmatism in the southern Alxa region, NW China
- Element geochemical differences in lower Cambrian black shales with hydrothermal sedimentation in the Yangtze block, South China
- Three-dimensional finite-memory quasi-Newton inversion of the magnetotelluric based on unstructured grids
- Obliquity-paced summer monsoon from the Shilou red clay section on the eastern Chinese Loess Plateau
- Classification and logging identification of reservoir space near the upper Ordovician pinch-out line in Tahe Oilfield
- Ultra-deep channel sand body target recognition method based on improved deep learning under UAV cluster
- New formula to determine flyrock distance on sedimentary rocks with low strength
- Assessing the ecological security of tourism in Northeast China
- Effective reservoir identification and sweet spot prediction in Chang 8 Member tight oil reservoirs in Huanjiang area, Ordos Basin
- Detecting heterogeneity of spatial accessibility to sports facilities for adolescents at fine scale: A case study in Changsha, China
- Effects of freeze–thaw cycles on soil nutrients by soft rock and sand remodeling
- Vibration prediction with a method based on the absorption property of blast-induced seismic waves: A case study
- A new look at the geodynamic development of the Ediacaran–early Cambrian forearc basalts of the Tannuola-Khamsara Island Arc (Central Asia, Russia): Conclusions from geological, geochemical, and Nd-isotope data
- Spatio-temporal analysis of the driving factors of urban land use expansion in China: A study of the Yangtze River Delta region
- Selection of Euler deconvolution solutions using the enhanced horizontal gradient and stable vertical differentiation
- Phase change of the Ordovician hydrocarbon in the Tarim Basin: A case study from the Halahatang–Shunbei area
- Using interpretative structure model and analytical network process for optimum site selection of airport locations in Delta Egypt
- Geochemistry of magnetite from Fe-skarn deposits along the central Loei Fold Belt, Thailand
- Functional typology of settlements in the Srem region, Serbia
- Hunger Games Search for the elucidation of gravity anomalies with application to geothermal energy investigations and volcanic activity studies
- Addressing incomplete tile phenomena in image tiling: Introducing the grid six-intersection model
- Evaluation and control model for resilience of water resource building system based on fuzzy comprehensive evaluation method and its application
- MIF and AHP methods for delineation of groundwater potential zones using remote sensing and GIS techniques in Tirunelveli, Tenkasi District, India
- New database for the estimation of dynamic coefficient of friction of snow
- Measuring urban growth dynamics: A study in Hue city, Vietnam
- Comparative models of support-vector machine, multilayer perceptron, and decision tree predication approaches for landslide susceptibility analysis
- Experimental study on the influence of clay content on the shear strength of silty soil and mechanism analysis
- Geosite assessment as a contribution to the sustainable development of Babušnica, Serbia
- Using fuzzy analytical hierarchy process for road transportation services management based on remote sensing and GIS technology
- Accumulation mechanism of multi-type unconventional oil and gas reservoirs in Northern China: Taking Hari Sag of the Yin’e Basin as an example
- TOC prediction of source rocks based on the convolutional neural network and logging curves – A case study of Pinghu Formation in Xihu Sag
- A method for fast detection of wind farms from remote sensing images using deep learning and geospatial analysis
- Spatial distribution and driving factors of karst rocky desertification in Southwest China based on GIS and geodetector
- Physicochemical and mineralogical composition studies of clays from Share and Tshonga areas, Northern Bida Basin, Nigeria: Implications for Geophagia
- Geochemical sedimentary records of eutrophication and environmental change in Chaohu Lake, East China
- Research progress of freeze–thaw rock using bibliometric analysis
- Mixed irrigation affects the composition and diversity of the soil bacterial community
- Examining the swelling potential of cohesive soils with high plasticity according to their index properties using GIS
- Geological genesis and identification of high-porosity and low-permeability sandstones in the Cretaceous Bashkirchik Formation, northern Tarim Basin
- Usability of PPGIS tools exemplified by geodiscussion – a tool for public participation in shaping public space
- Efficient development technology of Upper Paleozoic Lower Shihezi tight sandstone gas reservoir in northeastern Ordos Basin
- Assessment of soil resources of agricultural landscapes in Turkestan region of the Republic of Kazakhstan based on agrochemical indexes
- Evaluating the impact of DEM interpolation algorithms on relief index for soil resource management
- Petrogenetic relationship between plutonic and subvolcanic rocks in the Jurassic Shuikoushan complex, South China
- A novel workflow for shale lithology identification – A case study in the Gulong Depression, Songliao Basin, China
- Characteristics and main controlling factors of dolomite reservoirs in Fei-3 Member of Feixianguan Formation of Lower Triassic, Puguang area
- Impact of high-speed railway network on county-level accessibility and economic linkage in Jiangxi Province, China: A spatio-temporal data analysis
- Estimation model of wild fractional vegetation cover based on RGB vegetation index and its application
- Lithofacies, petrography, and geochemistry of the Lamphun oceanic plate stratigraphy: As a record of the subduction history of Paleo-Tethys in Chiang Mai-Chiang Rai Suture Zone of Thailand
- Structural features and tectonic activity of the Weihe Fault, central China
- Application of the wavelet transform and Hilbert–Huang transform in stratigraphic sequence division of Jurassic Shaximiao Formation in Southwest Sichuan Basin
- Structural detachment influences the shale gas preservation in the Wufeng-Longmaxi Formation, Northern Guizhou Province
- Distribution law of Chang 7 Member tight oil in the western Ordos Basin based on geological, logging and numerical simulation techniques
- Evaluation of alteration in the geothermal province west of Cappadocia, Türkiye: Mineralogical, petrographical, geochemical, and remote sensing data
- Numerical modeling of site response at large strains with simplified nonlinear models: Application to Lotung seismic array
- Quantitative characterization of granite failure intensity under dynamic disturbance from energy standpoint
- Characteristics of debris flow dynamics and prediction of the hazardous area in Bangou Village, Yanqing District, Beijing, China
- Rockfall mapping and susceptibility evaluation based on UAV high-resolution imagery and support vector machine method
- Statistical comparison analysis of different real-time kinematic methods for the development of photogrammetric products: CORS-RTK, CORS-RTK + PPK, RTK-DRTK2, and RTK + DRTK2 + GCP
- Hydrogeological mapping of fracture networks using earth observation data to improve rainfall–runoff modeling in arid mountains, Saudi Arabia
- Petrography and geochemistry of pegmatite and leucogranite of Ntega-Marangara area, Burundi, in relation to rare metal mineralisation
- Prediction of formation fracture pressure based on reinforcement learning and XGBoost
- Hazard zonation for potential earthquake-induced landslide in the eastern East Kunlun fault zone
- Monitoring water infiltration in multiple layers of sandstone coal mining model with cracks using ERT
- Study of the patterns of ice lake variation and the factors influencing these changes in the western Nyingchi area
- Productive conservation at the landslide prone area under the threat of rapid land cover changes
- Sedimentary processes and patterns in deposits corresponding to freshwater lake-facies of hyperpycnal flow – An experimental study based on flume depositional simulations
- Study on time-dependent injectability evaluation of mudstone considering the self-healing effect
- Detection of objects with diverse geometric shapes in GPR images using deep-learning methods
- Behavior of trace metals in sedimentary cores from marine and lacustrine environments in Algeria
- Spatiotemporal variation pattern and spatial coupling relationship between NDVI and LST in Mu Us Sandy Land
- Formation mechanism and oil-bearing properties of gravity flow sand body of Chang 63 sub-member of Yanchang Formation in Huaqing area, Ordos Basin
- Diagenesis of marine-continental transitional shale from the Upper Permian Longtan Formation in southern Sichuan Basin, China
- Vertical high-velocity structures and seismic activity in western Shandong Rise, China: Case study inspired by double-difference seismic tomography
- Spatial coupling relationship between metamorphic core complex and gold deposits: Constraints from geophysical electromagnetics
- Disparities in the geospatial allocation of public facilities from the perspective of living circles
- Research on spatial correlation structure of war heritage based on field theory. A case study of Jinzhai County, China
- Formation mechanisms of Qiaoba-Zhongdu Danxia landforms in southwestern Sichuan Province, China
- Magnetic data interpretation: Implication for structure and hydrocarbon potentiality at Delta Wadi Diit, Southeastern Egypt
- Deeply buried clastic rock diagenesis evolution mechanism of Dongdaohaizi sag in the center of Junggar fault basin, Northwest China
- Application of LS-RAPID to simulate the motion of two contrasting landslides triggered by earthquakes
- The new insight of tectonic setting in Sunda–Banda transition zone using tomography seismic. Case study: 7.1 M deep earthquake 29 August 2023
- The critical role of c and φ in ensuring stability: A study on rockfill dams
- Evidence of late quaternary activity of the Weining-Shuicheng Fault in Guizhou, China
- Extreme hydroclimatic events and response of vegetation in the eastern QTP since 10 ka
- Spatial–temporal effect of sea–land gradient on landscape pattern and ecological risk in the coastal zone: A case study of Dalian City
- Study on the influence mechanism of land use on carbon storage under multiple scenarios: A case study of Wenzhou
- A new method for identifying reservoir fluid properties based on well logging data: A case study from PL block of Bohai Bay Basin, North China
- Comparison between thermal models across the Middle Magdalena Valley, Eastern Cordillera, and Eastern Llanos basins in Colombia
- Mineralogical and elemental analysis of Kazakh coals from three mines: Preliminary insights from mode of occurrence to environmental impacts
- Chlorite-induced porosity evolution in multi-source tight sandstone reservoirs: A case study of the Shaximiao Formation in western Sichuan Basin
- Predicting stability factors for rotational failures in earth slopes and embankments using artificial intelligence techniques
- Origin of Late Cretaceous A-type granitoids in South China: Response to the rollback and retreat of the Paleo-Pacific plate
- Modification of dolomitization on reservoir spaces in reef–shoal complex: A case study of Permian Changxing Formation, Sichuan Basin, SW China
- Geological characteristics of the Daduhe gold belt, western Sichuan, China: Implications for exploration
- Rock physics model for deep coal-bed methane reservoir based on equivalent medium theory: A case study of Carboniferous-Permian in Eastern Ordos Basin
- Enhancing the total-field magnetic anomaly using the normalized source strength
- Shear wave velocity profiling of Riyadh City, Saudi Arabia, utilizing the multi-channel analysis of surface waves method
- Effect of coal facies on pore structure heterogeneity of coal measures: Quantitative characterization and comparative study
- Inversion method of organic matter content of different types of soils in black soil area based on hyperspectral indices
- Detection of seepage zones in artificial levees: A case study at the Körös River, Hungary
- Tight sandstone fluid detection technology based on multi-wave seismic data
- Characteristics and control techniques of soft rock tunnel lining cracks in high geo-stress environments: Case study of Wushaoling tunnel group
- Influence of pore structure characteristics on the Permian Shan-1 reservoir in Longdong, Southwest Ordos Basin, China
- Study on sedimentary model of Shanxi Formation – Lower Shihezi Formation in Da 17 well area of Daniudi gas field, Ordos Basin
- Multi-scenario territorial spatial simulation and dynamic changes: A case study of Jilin Province in China from 1985 to 2030
- Review Articles
- Major ascidian species with negative impacts on bivalve aquaculture: Current knowledge and future research aims
- Prediction and assessment of meteorological drought in southwest China using long short-term memory model
- Communication
- Essential questions in earth and geosciences according to large language models
- Erratum
- Erratum to “Random forest and artificial neural network-based tsunami forests classification using data fusion of Sentinel-2 and Airbus Vision-1 satellites: A case study of Garhi Chandan, Pakistan”
- Special Issue: Natural Resources and Environmental Risks: Towards a Sustainable Future - Part I
- Spatial-temporal and trend analysis of traffic accidents in AP Vojvodina (North Serbia)
- Exploring environmental awareness, knowledge, and safety: A comparative study among students in Montenegro and North Macedonia
- Determinants influencing tourists’ willingness to visit Türkiye – Impact of earthquake hazards on Serbian visitors’ preferences
- Application of remote sensing in monitoring land degradation: A case study of Stanari municipality (Bosnia and Herzegovina)
- Optimizing agricultural land use: A GIS-based assessment of suitability in the Sana River Basin, Bosnia and Herzegovina
- Assessing risk-prone areas in the Kratovska Reka catchment (North Macedonia) by integrating advanced geospatial analytics and flash flood potential index
- Analysis of the intensity of erosive processes and state of vegetation cover in the zone of influence of the Kolubara Mining Basin
- GIS-based spatial modeling of landslide susceptibility using BWM-LSI: A case study – city of Smederevo (Serbia)
- Geospatial modeling of wildfire susceptibility on a national scale in Montenegro: A comparative evaluation of F-AHP and FR methodologies
- Geosite assessment as the first step for the development of canyoning activities in North Montenegro
- Urban geoheritage and degradation risk assessment of the Sokograd fortress (Sokobanja, Eastern Serbia)
- Multi-hazard modeling of erosion and landslide susceptibility at the national scale in the example of North Macedonia
- Understanding seismic hazard resilience in Montenegro: A qualitative analysis of community preparedness and response capabilities
- Forest soil CO2 emission in Quercus robur level II monitoring site
- Characterization of glomalin proteins in soil: A potential indicator of erosion intensity
- Power of Terroir: Case study of Grašac at the Fruška Gora wine region (North Serbia)
- Special Issue: Geospatial and Environmental Dynamics - Part I
- Qualitative insights into cultural heritage protection in Serbia: Addressing legal and institutional gaps for disaster risk resilience