Experimental Investigation on Stirring Rate Affecting Bubble Structure of Resin Anchor Agent and Anchoring Strength

*e function of a resin anchoring agent is to bond the rock of a borehole wall with the body of the anchor so the anchor can play an effective supporting role. *e anchoring effect is related to the performance of the resin anchoring agent used and to the stirring rate applied during the anchor installation process. In this report, the stirring rate of the resin anchoring agent is evaluated and discussed in terms of how it affects pore structure and anchoring strength. When the stirring rate is in the range of 400–950 r/min, the uniaxial compressive strength of the resin anchoring agent increases proportionally with the stirring rate, and the compressive strength corresponding to the maximum stirring rate is 15.1% greater than that corresponding to the minimum stirring rate. Conversely, the pore size of the foam inside the resin anchoring agent is inversely proportional to the stirring rate, and the pore size corresponding to the maximum stirring rate is 15.1% smaller than that corresponding to the minimum stirring rate. *e anchoring strength increases proportionally with the stirring rate when the stirring rate is between 400 and 800 r/min. Specifically, the anchoring strength associated with the maximum stirring rate is 9.2% greater than the anchoring strength corresponding to the minimum stirring rate. As the stirring time increases from 20 to 60 s, the anchoring force first increases and then decreases, with the optimal stirring time determined to be about 50 s. *e results presented herein can be applied to improve anchor installation technology and the anchoring strength of resin anchoring agents.


Introduction
A resin anchoring agent is a type of sticky bonding material comprising unsaturated polyester resin, curing agent, accelerator, and other auxiliary materials in a certain proportion [1][2][3][4]. e components of this material are typically divided and packed with polyester film into a cartridge. An effective anchoring agent has excellent mechanical properties, including rapid curing at room temperature, high bonding strength, reliable anchoring strength, and good durability. Resin anchoring agents are widely used in roadway supports, shaft installations, and reinforcements of prestressing anchors in hydropower engineering [5][6][7][8][9][10].
Based on laboratory tests, theoretical analysis, and numerical simulations, scholars have comprehensively analyzed the anchoring mechanism and elucidated numerous factors that influence the anchoring performance of resin anchoring agents [11][12][13][14]. In particular, drilling water, flowing water, and water accumulation in the hole have a significant impact on the resin anchoring agent's performance; the drainage effect can be improved by properly arranging the drainage holes [15][16][17][18]. In the case of highpressure water injection sealing, the expansion performance of the resin anchoring agent can be enhanced by adding a polyol polyether agent [19,20]. e laboratory pull test is an appropriate method for probing the anchoring agent's performance. e temperature has a significant impact on the anchoring performance of a resin anchoring agent; the anchoring force is the largest at a temperature of 25°C. In a simulated system, the anchoring force of the resin anchor rod exhibited a significant decreasing trend as the drilling temperature increased [21,22]. e shape of the anchor also affects its anchoring performance. Specifically, the drawing test results for three different bolt shapes (i.e., left-handed nonlongitudinal steel screw bolt, herringbone rib with longitudinal steel screw bolt, and right-handed full-thread steel bolt) indicated that the transverse rib of the left-handed longitudinal-ribbed steel anchor helps push the resin anchoring agent to the end of the anchor to make the necessary anchor segment. In this case, the resin cartridge is compact and full, which improves the anchoring strength [23,24]. Finally, it has also been determined that the mixing time and the annular thickness of the anchoring agent influence the anchoring quality [25].
A thorough literature survey revealed that existing studies of resin anchoring agents often lack any evaluation of the effect of different stirring rates on the anchoring agent performance; however, the stirring rate is known to influence the solidified compactness of such materials, thus affecting their anchoring performance. erefore, herein, we report the influence of stirring rate on the internal pore structure and anchoring strength of resin anchoring agents based on uniaxial compression tests, scanning electron microscopy (SEM), and pull-out tests. e results of this study can be applied to improve the anchoring performance of resin anchoring agents.

Resin Anchor Agent.
A primary goal of this work is to study the effect of stirring rate on the outcome of a uniaxial compressive test, and the resin anchoring agent is the most important material in this test. Currently, saturated polyester resin is the most common resin anchoring agent used in coal mines. e resin anchoring agent used in this work was the type Z2350 medium-speed anchoring agent from a single batch produced by Yihai mine equipment company. e performance standard was MT146.1-2002, which involves a gel time greater than 180 s and an aging time of 30 min. As shown in Figure 1, the first step was to separate the puddle and curing agent from the type Z2350 anchoring agent cartridge and mix the anchoring agent in the same group uniformly. After repeated experiments, the mass ratio of puddle (black) to curing agent (white) was determined as 1 : 0.05. During the experiments, the samples were maintained in a YH-90B standard constant temperature and humidity maintenance box. e rated supply voltage was 220 V, the consumed power was 2000 W, and the temperature was set to 22°C, as shown in Figure 2.

Electric Hand Drill and Stir Head.
To perform experiments with a wide range of stirring rates, a handheld electric drill was used to stir the anchoring agent. e input power of the Mod.6132 electric drill was 820 W, and it provided mixing speeds in the range 0-2600 r/min with a clamp bit diameter of 1-13 mm. Based on the size ranges of the special mold and handheld electric drill clamping bit, the length of the anchorrod body of the stirring head was customized to 300 mm, the clamping part of the anchor-rod body was a 10 mm × 10 mm square, and the stirring head's diameter was 30 mm.
To determine the influence of the bolt stirring rate on the hole structure of the resin anchoring agent and the strength of the bolt anchoring force, it is important to control the single variable factor of stirring rate (within a reasonable, designated range) and to eliminate the influence of other factors as much as possible. After repeated experiments and maneuverability and safety considerations, we selected the Z2350 resin anchoring agent and controlled the ambient temperature of the laboratory in the range of 20 ± 1°C. According to the underground construction situation and the controllable speed range of the electric drill, the applied stirring rates were 400, 600, 800, and 950 r/min. Four sample groups were each subjected to one of these stirring rates, as shown in Table 1.

Uniaxial Compression Test.
e uniaxial compression experiments used a cylindrical mold with an inner diameter of 50 mm and a height of 100 mm. ere were two pairs of four removable screws on each side. To prevent the effects of floating rust on the test outcome, the surface was treated by spraying painting. To prevent adhesion between the anchoring agent test specimen and the inner wall of the mold (which would inhibit smooth removal), a uniform layer was spread over the internal area of the mold and on the bottom of the backing plate needed for the experiment. e screws were then tightened symmetrically on both sides of the mold, which was then fixed onto the backing plate. We calculated the weight of anchoring agent required for each test specimen and weighed the puddle and curing agent  according to the ratio of 130%-140%. en, these components were placed together into the stirring vessel for 30 s to completely mix the puddle and curing agent. is process was repeated for all samples in a group of test specimens, and the speed of the handheld electric drill was adjusted to a different speed to mix the next set of test specimens. As shown in Figure 3, we quickly inverted the anchoring agent with uniform composition into the prepared mold and rolled over the top surface to remove the overflowing anchoring agent. e mold was left to rest during the initial anchoring agent solidification stage.
After 8 min, the mold nut was unscrewed to remove the anchoring agent test specimens, which were numbered and placed into the constant temperature and humidity box. e insulation temperature was set to 22°C for 4 h. Overall, 4 groups of 3 samples (12 total resin anchoring agent test specimens) were prepared. After removing a resin anchoring agent test specimen from the incubator, it was left outside for 12 h, and then, the surface was cut and polished to make the two horizontal ends of the specimen smooth, flat, and parallel, as required for the standard uniaxial compressive test. As shown in Figure 4, after processing, the resin anchoring agent cylinders used for the uniaxial compression tests were 40 mm in diameter and 80 mm in height. e temperature of the experimental work up was controlled in the range of 20 ± 1°C. e processed resin specimens were placed one-by-one on the CMT5305 electrohydraulic servo universal tester according to their numbers for the uniaxial compression test. Using displacement loading, the speed was set to 1 mm/ min. After each test specimen was tested, the data were saved and the destroyed test piece was removed so the test bed could be cleaned for the next sample. e destroyed condition of a test piece is shown in Figure 5.

Pull-Out Experiment.
Bolt pull-out tests were conducted with a C64.106 static electro-hydraulic servo tester. Hydraulic clamping was applied in the test machine within an adjustable range. e clamping range for this test was φ15-φ25 mm and φ25-φ36 mm, which allowed continuous whole-range measurements. Displacement control was adopted throughout the test, and the speed was set to 5.1 mm/min. e construction screw bar with longitudinal anchor reinforcement and a 16 mm diameter was used as the material for preparing the test anchors. e length of each anchor section was 400 mm, and the length of the anchor section was set to 150 mm. Considering the "three-diameter matching" requirement and the influence of the anchor longitudinal bar on the actual diameter, the drilling of a steel pipe with an inner diameter of 26 mm and an outer diameter of 29 mm was simulated in this experiment. One end of the 200-mm-long steel pipe was welded to seal the bottom, and the other end was left open. e calculated thickness of the resin anchor ring was 5 mm, and the actual thickness of the anchor ring was about 4 mm, which conforms to the optimal "three-diameter matching" design.
We calculated the weight of anchoring agent required for each pull-out test specimen and weighed the cement and curing agent according to a ratio of about 130%-140%. ese components were placed in the mixing vessel for 30 s to fully mix the cement and curing agent. After completing each set of test specimens, the speed of the electric drill was adjusted before testing the next set of specimens.    Advances in Materials Science and Engineering 3 e amount of anchoring agent needed for a single pullout specimen was calculated using the following equation: where m is the mass of anchor agent; R p is the diameter of the steel pipe; L p is the length of the steel pipe; R b is the radius of the anchor; L p is the anchor length; and ρ is the density of anchor agent. e handheld electric drill was used to stir the cement and curing agent evenly. en, the anchoring agent was immediately added from the pipe mouth, and the anchor was inserted 150 mm into the steel pipe anchoring agent; 250 mm of the anchor remained exposed to ensure that it had been inserted vertically and centrally. e excess anchoring agent at the steel pipe mouth was removed, and we verified that the specimen could stand vertically at the initial solidification stage without touching the anchor in any way. After the anchoring agent solidified in the steel tube, it was placed into the constant temperature and humidity box, and the next group of specimens was prepared. e anchoring agent was taken out after 2 h ( Figure 6).
Displacement loading was used throughout the test, and the speed was set to 5.1 mm/min. When the residual load of the anchor specimen reached the set parameters, the test was stopped automatically, the tension stress was released, the anchor was removed, and the pull-out test of the next specimen was performed, as shown in Figure 7.

Scanning Electron Microscopy (SEM)
. SEM employs point-by-point scanning and generates images captured by electron beams focused on the surface of a sample. To date, this method has been widely used for morphological characterizations and in situ process analyses of nonconductive samples, such as inorganic materials, petroleum geological specimens, and biological samples. e macroscopic performance of a resin anchoring agent can be investigated by observing the microscopic morphology of the resin anchoring agent interface using SEM. e scanning electron microscope used in this work was an FEI Quan-taTM 250. To ensure the homology of the pre-and post-test data, we recovered and numbered 12 resin anchoring agent test specimens (3 samples prepared at each of 4 mixing rates) after the uniaxial compression test and then analyzed these samples using SEM. After collecting the resin anchoring agent test specimens and completing the uniaxial compression test, we identified preferable sections of each test specimen and cut thin slices (thickness � 5 mm), which were then segmented to produce thin square samples (10 mm × 10 mm × 5 mm). Finally, we polished the edges and corners uniformly to make each specimen similar in shape and size, polished one side smoothly, and grouped them according to their numbers from the uniaxial compression test. To obtain high-resolution images, ion sputtering equipment was used to plate gold on the surface of the anchoring agent samples as a conductive film (gold spraying treatment), as shown in Figure 8. e resin anchoring agent samples were biphasic systems comprising (i) the solid formed by the anchoring agent mixture (solid, continuous phase) and (ii) the gas therein (gaseous, dispersed phase). In the two-dimensional SEM images shown in Figure 9, the bubble cavity area appears as a light grey-white color, the polymer is dark (black), and there is a color transition zone between the bubble cavity and the solid interface. Employing computer-assisted image analysis technology, we were able to identify, distinguish, extract, and calculate the bubble cavity and polymer region areas. is was achieved by moving the observation window, selecting appropriate locations to capture a bubble cavity structural image, and then applying 200, 1000, 2000, or 5000 times magnification to take photographs of each selected point. e SEM images in Figure 9 show 200-5000 times magnification of the same position on the same resin anchor slice. e degree of particle mixing uniformity, the structure of the bubble cavity, the transition zone between the bubble and the solid anchoring agent, and the defects on the surface caused by processing can be observed clearly in the images with different magnifications. As a result, the structure of the material can be described in detail although the artificial defects must be discriminated during image processing.

Compressive Strength.
Uniaxial pressure-displacement curves and results obtained from the compressive tests are presented in Figure 10 and Table 2, respectively.
Each tested stirring rate (400, 600, 800, and 950 r/min) was used to prepare three specimens, leading to 12 datasets from this experiment. e uniaxial compressive strength of each specimen was determined on the basis of the maximum pressure value obtained from the instrument, and the average compressive strength of all test specimens in each group was considered as the ultimate uniaxial compressive strength. However, if the deviation within any sample group was too large (i.e., if the difference between the maximum or minimum value and the median value was more than 10%), the median value of the group was taken as the ultimate uniaxial compressive strength.
e relationship between the uniaxial compressive strength and the stirring rate of the test specimens is shown in Figure 11, and the relationship between the average compressive strength and the stirring rate of anchor specimens is shown in Figure 12.
e stirring rates of resin anchoring agents ranged from 400 to 950 r/min. Analysis of the uniaxial compressive test results allows for three main conclusions. First, the pressure-displacement curves of the 12 resin anchoring agent test specimens at four different stirring rates are concave, smooth, and destructive. When axial pressure is applied, the distance between molecules in the resin anchoring agent specimen decreases. When the pressure begins to increase, the fractures in the specimen expand transversely once the distance between molecules has decreased to a certain extent and then enter the yield stage (i.e., plastic stage). As the pressure is increased further, the fractures in the specimen continue to expand until the sample is destroyed.
Additionally, only the 1-1 specimen was severely fractured when it was damaged. e failure section of other specimens was inclined relative to the axis by about 45°-55°, and the surface specimens were destroyed via dislocation along the oblique section.
Finally, based on the results presented in Figures 11 and  12, it is clear that the uniaxial compressive strength of the anchoring agent specimens is proportional to the stirring rate within the tested range. Specifically, the faster the stirring rate during the anchoring agent installment, the higher its uniaxial compressive strength. In the tested stirring rate range of 400-950 r/min, the uniaxial compressive strength of resin anchoring agent specimens increased by 4.2%, 6.0%, and 4.6% with each incremental increase in stirring rate. e compressive strength corresponding to the maximum stirring rate increased by 15.1% relative to that corresponding to the minimum stirring rate. Advances in Materials Science and Engineering erefore, we concluded that accelerating the stirring rate has a significant positive effect on the uniaxial compressive strength of resin anchoring agent specimens.

SEM Analysis.
SEM allows the calculation of pore apertures and distribution over a certain area. According to the bubble structure disorder hypothesis, when the number of bubble holes is greater than a certain critical value, the relationship between the average bubble area and average pore size on the bubble structure image can be evaluated with a quantitative function. Specifically, the average pore size can be calculated by determining the average bubble area, as shown in Figure 13.
When the number of bubbles approaches infinity, the relationship between the average bubble section area and the average bubble diameter can be determined using the following equation: e average bubble diameter can be obtained by an inverse calculation, as shown in the following equation:   where A is the area of arbitrary bubble section; x means the distance of arbitrary interface and the centre of bubble; R is the pore size; and A is the average area of bubble section.
After screening and comparing all images, the final selected image processing parameters were a scale of 500 microns and magnification of 200 times. For proper image analysis, the following principles should be followed: (i) the defect areas resulting from human activities must be identified and not delineated (three oblique scratch defects caused by specimen cutting are clearly seen in Figure 14); (ii) consistent rules must be followed for describing incomplete bubbles on the image boundary; (iii) there must be a strict guarantee that the described bubbles are in a disconnected state; and (iv) the shape must remain unchanged along the outer edge of the pore structure. Figure 14 illustrates the process of preprocessing the bubble cavity in a section of an anchor slice specimen.
After preprocessing the SEM images, Sigma Scan Pro software was used to measure and extract the data related to the bubble cavity structure in each image. After sorting the output data from the Sigma Scan Pro software, equation (2) was used to determine the quantity and size of pores in each anchor slice specimen, and the data obtained for each anchor slice specimen are shown in Table 3. Additionally, the aperture distribution of each group of specimens is shown in Figure 15, the relationship between the average pore size and the stirring rate is shown in Figure 16, and the relationship between the average compressive strength and the average pore size of each anchor specimen is shown in Figure 17. e pore size characterization results for the 12 resin anchoring agent specimens are compiled in Table 3. N1 and N2 denote the total number of bubbles at two distinct locations on the surface of the same specimen, D1 and D2 represent the average apertures at two distinct locations on the same specimen, D is the average aperture of two locations on one specimen, and |D1−D2| is the difference between the average aperture at two locations on the same specimen. e repeatability and reliability of the results were verified by comparing and analyzing the values of |D1−D2| at different locations of the same specimen. Based on the  Advances in Materials Science and Engineering data in Table 3, the value of |D1−D2| decreases as the number of bubbles in the SEM image increases. When the number of bubbles in the SEM image is greater than 200, the maximum error of this method is estimated to be less than ±3.81 μm, that is, 6.77%. erefore, the data processed using this method have sufficient repeatability and reliability.
Our calculations revealed that the gas content in the resin anchoring agent specimens was basically the same regardless of the applied stirring rate, indicating that the stirring rate had a limited effect on the gas content (i.e., porosity) of the resin anchoring agent. erefore, the porosities of the anchoring agent specimens in this study were considered invariant although there were six sets of data for each group of three samples. Based on the obtained results, there were some slight errors, but the data still reflect the distribution of bubble cavity size because it relates to the corresponding stirring rate. Additionally, according to Figure 15, the pore size distribution in each group of specimens under different stirring rates essentially follows a    Advances in Materials Science and Engineering normal distribution, and the pore size is mainly concentrated in the range of 20-60 μm. As the stirring rate increases, the proportion of small pores increases and the proportion of large pores decreases. Figure 17 shows that the uniaxial compressive strength of the resin anchoring agents is inversely proportional to the size of internal pores in the tested range of stirring rates. Specifically, the smaller the pore size, the greater the strength, and the larger the pore size, the weaker the resin anchoring agent. Finally, based on Figure 16, it is clear that the internal bubble pore size in the resin anchoring agent specimen is inversely proportional to the stirring rate within the tested range. Specifically, the faster the stirring rate, the smaller the pores in the resin anchoring agent. Within the stirring rate range of 400-950 r/ min, the average pore size of bubbles in the resin anchoring agent specimens decreases by 3.60%, 8.78%, and 3.41% with each increasing stirring rate interval; the average pore size at the maximum stirring rate is 15.1% smaller than that at the slowest stirring rate. e pore size of bubbles in the solid samples has a significant effect on the material's performance.

Anchoring Force of Bolt.
As stated previously, the average value of the maximum anchoring strength of each group of specimens was considered as that group's final anchoring strength, and if the data deviation within any group of specimens was too large (i.e., if the difference between the maximum or minimum value and the median value was more than 10%), the median value was considered as the group's final anchoring strength. e results obtained from the bolt anchoring force tests are shown in Table 4. e relationship between the anchor-hold force and the stirring rate is shown in Figure 18, and the relationship between the anchoring strength and the stirring rate is shown in Figure 19. Because of the conditions for these tests, the stirring rate range for all resin anchoring agents was between 400 and 800 r/min (i.e., stirring rates of 400, 600, and 800 r/min were tested). Although there are no clear differences among the nine datasets, the combined results presented in Table 4 and Figure 18 show an increasing proportional trend. After excluding the failure data, it is clear that the anchoring strength of the resin anchors increases with increasing stirring rates. e relationship between the average anchoring strength and the stirring rate indicates that the anchoring strength of a resin-anchored bolt is proportional to the stirring rate within a certain range. Specifically, the faster the stirring rate, the greater the anchoring strength of the resulting resin-anchored bolt. In the stirring rate range of 400-800 r/min, the anchoring strength of resin anchoring agents increased by 4.0% and 5.0% with each increasing interval in the stirring rate. e anchoring strength corresponding to the maximum stirring rate increased by 9.2% compared with that corresponding to the minimum stirring rate. ese results allowed us to conclude that increasing the stirring rate has a remarkable effect on the anchoring strength of resin anchoring agents.
Using an appropriate stirring rate renders the anchoring agent mixture more uniform and improves its anchoring strength and performance. However, during the on-site construction process, different stirring durations may also affect the performance of the anchoring agent. erefore, bolt pull-out tests were performed to evaluate the influence of the mixing time on the strength of the resin anchoring agent. e experimental materials are the same as those used for the tests described above. To retain the underground bolt construction as much as possible and to reduce the interference of human factors during the mixing process, the cement was not separated from the curing agent in this test, but rather, the anchoring agent cartridge contents were placed into the steel pipe as a whole. e MZ-II anchor-cable installation device was used to complete the anchor rod installation, as shown in Figure 20, and then, the excess section of the rod body was cut.
e normal stirring rate of this instrument is 190 r/min; a total of five sets of three anchor rod anchoring specimens were produced, and the corresponding stirring time for each set was 20, 30, 40, 50, or 60 s. e average value of the maximum anchoring strength of each group of specimens was taken as the final group anchoring strength. e data obtained from this test are shown in Table 5.
e relationship between the average anchoring strength of each group and the stirring time is shown in Figure 20. Advances in Materials Science and Engineering 20-50 s. However, when the stirring time exceeds 50 s, the pull-out force of the anchor rod decreases. Additionally, based on the relationship between the average anchoring force and the stirring time, it is clear that the anchoring force increases by about 2.05 times as the stirring time increases from 20 to 50 s. is is because with a short stirring time of 20 s, there is insufficient mixing of the cement and the curing agent, which results in a limited degree of bonding between the anchoring agent rod body and anchoring agent pipe wall, which leads to a low anchoring strength. With a longer stirring time, the cement and curing agent are allowed to mix completely, and there is more anchoring interface contact and adhesion, so the anchoring strength increases significantly. However, when the stirring time is too long (>50 s), the structure of the fully-stirred cement/curing agent mixture is destroyed before it solidifies. In addition, at longer mixing times, there is a risk that the anchoring agent was ejected because of centrifugal force, thus resulting in the separation of the two-phase anchoring system, which leads to a reduced anchoring force. Based on these results, the optimal mixing time for resin-anchored bolt construction is about 50 s. In the field construction process, increasing the mixing time while ensuring efficiency can improve the anchoring effect of resin-anchored bolts.

Conclusions
In this report, the effects of stirring rate on the mechanical properties of resin materials and the morphology of the generated bubbles and pores are discussed. We present a method to improve the pore structure and anchoring strength of resin anchoring agents by changing the stirring rate and duration. is work is supported by comprehensive theoretical analysis, laboratory testing, and verified simulation tests. e relationship between the mechanical properties of the resin anchoring agent and the internal pore structure of the bubbles was analyzed thoroughly, and the pull-out test of anchoring strength with an anchor rod was conducted. e main conclusions from the experiments and analysis are as follows: (1) e uniaxial compressive strength of the resin anchoring agent increases proportionally to the stirring rate in the range of 400-950 r/min. e uniaxial compressive strength corresponding to the maximum stirring rate increased by approximately 15.1% compared with that corresponding to the minimum stirring rate.
(2) e pore size of the resin anchoring agent in the foam is inversely proportional to the stirring rate in the range of 400-950 r/min. e pore size corresponding to the maximum stirring rate decreased by 15.01% compared with that corresponding to the minimum stirring rate.
(3) Porosity and pore size are important factors affecting the anchoring strength of a resin material; in general, the anchoring strength decreases with increasing porosity and pore size. If the porosity remains unchanged, the strength of the resin anchoring agent is inversely proportional to the pore size of internal bubbles. is indicates that the larger the pore size of bubbles in a resin anchoring agent specimen, the lower the strength of that anchoring agent. Increasing the stirring rate can significantly decrease the pore size of large and small holes in the anchoring agent.  Advances in Materials Science and Engineering (4) e anchoring strength is proportional to the stirring rate, and it increases and then decreases with longer stirring times. In the stirring rate range of 400-800 r/ min, the anchoring strength of the material increases with increasing stirring rate. e anchoring strength corresponding to the maximum stirring rate increased by 9.2% compared with that corresponding to the minimum stirring rate. Additionally, the anchoring force increased by about 2.05 times while increasing the stirring time in the range of 20-50 s; the optimal mixing time for resin anchor bolt construction was determined to be about 50 s. (5) e optimal stirring rate for underground construction can be determined by adjusting the stirring rate of anchor resin and evaluating the resulting strength. Such understanding reduces the construction workers' labor efforts and improves construction accuracy while enhancing the strength of the anchoring agent. erefore, the results presented herein can help improve (i) the supporting effect of underground anchor bolts, (ii) the safety of roadway supports, and (iii) the cost-effectiveness of implementing such anchors.

Data Availability
e Microsoft Excel Worksheet data used to support the findings of this study are available from the corresponding author (yuantiansun@cumt.edu.cn) upon request.

Conflicts of Interest
e authors declare that they have no conflicts of interest.