Evaluating Gyratory Compaction Characteristics of Unbound Permeable Aggregate Base Materials from Meso-Scale Particle Movement Measured by Smart Sensing Technology

The quality of compaction of unbound aggregate materials with permeable gradation plays a vital role in their field performance; however, there are currently few unanimously accepted techniques or quality control criteria available for ensuring adequate compaction of such materials in either laboratory or field applications. This paper presented testing results of a laboratory gyratory compaction study where the combinations of gyratory parameters were properly designed using the orthogonal array theory. Innovative real-time particle motion sensors were employed to record particle movement characteristics during the compaction process and provide a meso-scale explanation about compaction mechanisms. Particle abrasion and breakage were also quantified from particle shape digitized from the three-dimensional (3D) laser scanner before and after compaction. The optimal combination of gyratory parameters that yields the best compaction performance was determined from the orthogonal testing results with the relative importance of major influencing parameters ranked accordingly. Meso-scale particle movement at the upper center and center side positions of the specimen are promising indicators of compaction quality. The gyratory compaction process can be consistently divided into three distinct stages according to both macro-scale performance indicators and meso-scale particle movement characteristics. A statistically significant bi-linear relationship was found to exist between relative breakage index and maximum abrasion depth, whereas the quality of compaction and the extent of particle breakage appear to be positively correlated, thus necessitating the cost-effective balance between them. The results of this study could provide technical insights and guidance to field compaction of unbound permeable aggregates.


Introduction
Compaction is the most cost-effective means to improve mechanical properties, drainability, and long-term durability (e.g., wet-dry and freeze-thaw) of earth materials such as fill materials used in roadway, railway, and airfield foundations [1][2][3]. Inadequate compaction, among many others, is generally attributable to structural failure and settlement problems under actual traffic. Impact compaction (e.g., standard and modified Proctor tests) and vibratory compaction (e.g., the ASTM D 4253 test procedure) are probably the most commonly used laboratory soil compaction procedures, while a vibratory compactor is used in most cases of field compaction. A series of studies have been conducted on compaction mechanisms, mainly focused on the comparison among different compaction methods, factors influencing compaction, and macro-scale indices (e.g., dry density, moisture content, and degree of compaction) for compaction quality assessment [4][5][6] . The The unbound aggregate materials tested in the study were collected from a commercial quarry located in Hunan province, China, and were rated as Class I crushed granite according to Chinese standards [30]. Figure 1 shows both original and scaled aggregate gradation curves used in this study, along with original and scaled gradation bands of Class I aggregates specified in the Chinese design code. The nominal maximum particle size of the original aggregate gradation is 63 mm, too large to be used in the commercial gyratory compactor available in this study, as the diameter of the mold of the gyratory compactor is 100 or 150 mm. To eliminate the size effect on aggregate compaction behavior, the maximum particle size should be at least five times smaller than the diameter of the gyratory specimen [31][32][33]. Therefore, the original aggregate gradation was scaled using the parallel similitude method adopted by Cui et al. [34,35]. The scaled gradations by this procedure were reported to well represent original gradations in terms of mechanical behavior [36][37][38]. Note that it is out of the scope of this study to verify whether or not the gradation scaling introduces a difference in compaction behavior by performing related laboratory element and model tests. Based on the gradation scaling procedure described, the scaled aggregate gradations were determined from the original ones. As described in Equation (1), the percentage of materials by weight passing through a specific grain size D m for scaled aggregate gradation has the same value as that corresponding to D b for original aggregate gradation.
where D max , D min , and D are the maximum grain size, the minimum grain size, and the specific grain size, respectively; superscripts b and m denote original and scaled ballast gradations, respectively; and A is a constant. Based on the maximum and minimum grain sizes of original and scaled aggregate gradations, the constant A was calculated using Equation (2).  (1) where , , and are the maximum grain size, the minimum grain size, and the specific grain size, respectively; superscripts b and m denote original and scaled ballast gradations, respectively; and A is a constant. Based on the maximum and minimum grain sizes of original and scaled aggregate gradations, the constant A was calculated using Equation (2).

Orthogonal Array Test Design
The orthogonal design theory is an effective method to arrange multi-factor and multi-level experiments. Its advantage in laboratory testing is to minimize the number of cases in the entire test matrix, yet still maximize the test coverage and accuracy. In order to explore the optimal parameter combination of laboratory gyratory specimens of unbound permeable aggregates (i.e., moisture content, vertical pressure, and gradation), the orthogonal array test design was adopted. A series of conventional impact compaction tests were conducted in the laboratory to obtain the optimal moisture content of UPAB materials with scaled gradations of 1-3% [39]. Previous studies revealed that the vertical stress level observed during field compaction and in-service periods is from 100 to 700 kPa [21,[40][41][42]. The details of the orthogonal array testing along with the test design scheme are shown in Table 1, which was obtained according to the principle of mixedlevel orthogonal design. Note that the combinations of test parameters obtained from orthogonal array design are rational, but not unique. Specifically, the symbol A in Table 1 denotes the moisture content that has six different levels coded by numbers 1 through 6 of 1.2, 1.5, 2.0, 2.5, 3.0, and 3.5%, respectively; the symbol B denotes the vertical pressure that has three different levels coded by numbers 1 through 3 of 400, 600, and 800 kPa,

Orthogonal Array Test Design
The orthogonal design theory is an effective method to arrange multi-factor and multi-level experiments. Its advantage in laboratory testing is to minimize the number of cases in the entire test matrix, yet still maximize the test coverage and accuracy. In order to explore the optimal parameter combination of laboratory gyratory specimens of unbound permeable aggregates (i.e., moisture content, vertical pressure, and gradation), the orthogonal array test design was adopted. A series of conventional impact compaction tests were conducted in the laboratory to obtain the optimal moisture content of UPAB materials with scaled gradations of 1-3% [39]. Previous studies revealed that the vertical stress level observed during field compaction and in-service periods is from 100 to 700 kPa [21,[40][41][42]. The details of the orthogonal array testing along with the test design scheme are shown in Table 1, which was obtained according to the principle of mixed-level orthogonal design. Note that the combinations of test parameters obtained from orthogonal array design are rational, but not unique. Specifically, the symbol A in Table 1 denotes the moisture content that has six different levels coded by numbers 1 through 6 of 1.2, 1.5, 2.0, 2.5, 3.0, and 3.5%, respectively; the symbol B denotes the vertical pressure that has three different levels coded by numbers 1 through 3 of 400, 600, and 800 kPa, respectively; and the symbol C denotes gradation that has three different types, as shown in Figure 2.  respectively; and the symbol C denotes gradation that has three different types, as shown in Figure 2.

Gyratory Compaction
The gyratory compactor adopted in this study is commonly used for compacting hot mix asphalt, as illustrated in Figure 3. It has the following main technical specifications: calibrated internal angle of 1.16 • and rotational speed of 30 rpm. The diameter of the specimen is 150 mm. The real-time height data of gyratory specimens were recorded directly by the built-in data acquisition system of the gyratory compactor. Despite that there are currently no standardized test procedures for compacting soil with a gyratory compactor, four major variables are regarded influential for gyratory compaction quality, i.e., gyration angle, gyrations, vertical pressure, and gyration rate. Previous SHRP work by Cominsky et al. [43] indicated that little variation was obtained through different rates of rotation and this seemed to be applicable at any angle. The gyratory angle was previously found to affect soil compaction, and the void ratio of soil specimens became more stable when the angle was between 1.0 and 2.0 degrees [43]. Therefore, in this study, the gyratory angle and gyration rate were fixed at 1.16 • and 30 rpm for all the specimens tested, respectively, while three different levels of vertical pressure were adopted. The complete record of specimen height and dry density change with the number of gyrations was obtained for each specimen during the gyratory compaction process. calibrated internal angle of 1.16° and rotational speed of 30 rpm. The diameter of the specimen is 150 mm. The real-time height data of gyratory specimens were recorded directly by the built-in data acquisition system of the gyratory compactor. Despite that there are currently no standardized test procedures for compacting soil with a gyratory compactor, four major variables are regarded influential for gyratory compaction quality, i.e., gyration angle, gyrations, vertical pressure, and gyration rate. Previous SHRP work by Cominsky et al. [43] indicated that little variation was obtained through different rates of rotation and this seemed to be applicable at any angle. The gyratory angle was previously found to affect soil compaction, and the void ratio of soil specimens became more stable when the angle was between 1.0 and 2.0 degrees [43]. Therefore, in this study, the gyratory angle and gyration rate were fixed at 1.16° and 30 rpm for all the specimens tested, respectively, while three different levels of vertical pressure were adopted. The complete record of specimen height and dry density change with the number of gyrations was obtained for each specimen during the gyratory compaction process.

Smart Sensors for Monitoring Particle Movement
Understanding meso-scale particle movement patterns under different compaction conditions could potentially provide insights into compaction mechanisms and technical guidance for field compaction and quality control. In this study, a new type of smart, wireless, and self-powered sensor with a 3D-printed shell resembling irregular shape of real aggregate particles, named as "SmartRock" sensor (abbreviated as SR sensor hereinafter), was adopted for real-time monitoring of meso-scale particle movement characteristics during gyratory compaction. Each SR sensor is powered by a built-in lithium manganese battery compatible with typical field in-service conditions in pavement and railroad applications. The capacity of the battery can support non-stop and continuous monitoring service for up to one day; however, such a non-stop monitoring need is extremely rare in reality, especially in pavement and railroad applications where traffic loads are repeated in nature. To extend the life of the battery, each SR sensor can be remotely controlled to hibernate once data collection is completed and to wake up once data collection is resumed. The discharged battery is replaceable and the other sensing components in SR sensors are reusable. Figure 4 shows the SR sensing system and its field applications in a ballasted railway track [25]. The major parameters that could be monitored by such SR sensors in real-time fashion include standard time, temperature, internal normal stress, 3D Euler angle, shear strain, and high-precision 3D acceleration, among others. Those data can be transmitted to either receivers or remotely-controlled roadside signal collectors by means of low-power Bluetooth or other communication protocols. The SR sensors contain two built-in coordinate systems, i.e., the global and local coordinate systems, as shown in Figure 5a [26]. In order to analyze particle movement at different locations of the gyratory

Smart Sensors for Monitoring Particle Movement
Understanding meso-scale particle movement patterns under different compaction conditions could potentially provide insights into compaction mechanisms and technical guidance for field compaction and quality control. In this study, a new type of smart, wireless, and self-powered sensor with a 3D-printed shell resembling irregular shape of real aggregate particles, named as "SmartRock" sensor (abbreviated as SR sensor hereinafter), was adopted for real-time monitoring of meso-scale particle movement characteristics during gyratory compaction. Each SR sensor is powered by a built-in lithium manganese battery compatible with typical field in-service conditions in pavement and railroad applications. The capacity of the battery can support non-stop and continuous monitoring service for up to one day; however, such a non-stop monitoring need is extremely rare in reality, especially in pavement and railroad applications where traffic loads are repeated in nature. To extend the life of the battery, each SR sensor can be remotely controlled to hibernate once data collection is completed and to wake up once data collection is resumed. The discharged battery is replaceable and the other sensing components in SR sensors are reusable. Figure 4 shows the SR sensing system and its field applications in a ballasted railway track [25]. The major parameters that could be monitored by such SR sensors in real-time fashion include standard time, temperature, internal normal stress, 3D Euler angle, shear strain, and high-precision 3D acceleration, among others. Those data can be transmitted to either receivers or remotely-controlled roadside signal collectors by means of low-power Bluetooth or other communication protocols. The SR sensors contain two built-in coordinate systems, i.e., the global and local coordinate systems, as shown in Figure 5a [26]. In order to analyze particle movement at different locations of the gyratory specimen, four SR sensors were placed at designated positions illustrated in Figure 5b, i.e., upper center, middle center, lower center, and center side.  (a) (b) Figure 5. Illustration of (a) the two coordinate systems built in SR sensors and (b) placement locations of SR sensors within gyratory specimens.

Particle Shape Quantification
Aggregate morphology including 3D form (or sphericity), angularity (or roundness), and surface texture (or roughness) characteristics (see Figure 6a) has long been recognized as influential for compaction and mechanical properties. The 3D laser scanner shown in Figure 6b was used to collect, analyze, and reconstruct the 3D geometries of individual coarse aggregate particles, from which particle morphology can be further quantified from reconstructed digital geometry [44,45]. As previously mentioned, the perimeter sphericity and convexity parameters were defined by Zheng [45] in Equation (3) and Equation (4), respectively. specimen, four SR sensors were placed at designated positions illustrated in Figure 5b, i.e., upper center, middle center, lower center, and center side. (a) (b) Figure 5. Illustration of (a) the two coordinate systems built in SR sensors and (b) placement locations of SR sensors within gyratory specimens.

Particle Shape Quantification
Aggregate morphology including 3D form (or sphericity), angularity (or roundness), and surface texture (or roughness) characteristics (see Figure 6a) has long been recognized as influential for compaction and mechanical properties. The 3D laser scanner shown in Figure 6b was used to collect, analyze, and reconstruct the 3D geometries of individual coarse aggregate particles, from which particle morphology can be further quantified from reconstructed digital geometry [44,45]. As previously mentioned, the perimeter sphericity and convexity parameters were defined by Zheng [45] in Equation (3) and Equation (4), respectively.

=
(3) = (4) Figure 5. Illustration of (a) the two coordinate systems built in SR sensors and (b) placement locations of SR sensors within gyratory specimens.

Particle Shape Quantification
Aggregate morphology including 3D form (or sphericity), angularity (or roundness), and surface texture (or roughness) characteristics (see Figure 6a) has long been recognized as influential for compaction and mechanical properties. The 3D laser scanner shown in Figure 6b was used to collect, analyze, and reconstruct the 3D geometries of individual coarse aggregate particles, from which particle morphology can be further quantified from reconstructed digital geometry [44,45]. As previously mentioned, the perimeter sphericity and convexity parameters were defined by Zheng [45] in Equations (3) and (4), respectively.
where P c denotes the perimeter of the circle having the same projected area as the particle, P s denotes the perimeter of the particle, V x denotes the volume of the convex hull of the particle, and V i denotes the volume of the largest inscribed sphere of the particle. To demonstrate and quantify the variation of particle morphology during gyratory com-  Figure 6c) were all digitalized for 3D shape (see Figure 6d) by the aforementioned laser scanner both before and after gyratory compaction.
In this study, in order to minimize the effect of shape variation of coarse particles on compaction behavior, and thus reduce the potential total number of gyratory specimens required (if particle shape were introduced as an additional variable), the shape parameters of coarse aggregate particles of all the gyratory specimens were properly controlled at a similar level. As evident from Figure 7, the average values of perimeter sphericity of the selected particles from the 18 specimens range from 0.76 to 0.81, indicating that the perimeter sphericity of the particles of the 18 specimens is quite similar. The average convexity values of selected particles from the 18 specimens range from 0.85 to 0.88. It is quite obvious that the difference in convexity values of the 18 specimens is smaller than that in perimeter sphericity values. Therefore, the particles sampled from the 18 specimens possess similar geometry, and the effect of morphology variation of coarse particles on compaction behavior can be ignored.  In this study, in order to minimize the effect of shape variation of coarse particles on compaction behavior, and thus reduce the potential total number of gyratory specimens required (if particle shape were introduced as an additional variable), the shape parameters of coarse aggregate particles of all the gyratory specimens were properly controlled at a similar level. As evident from Figure 7, the average values of perimeter sphericity of the selected particles from the 18 specimens range from 0.76 to 0.81, indicating that the perimeter sphericity of the particles of the 18 specimens is quite similar. The average convexity values of selected particles from the 18 specimens range from 0.85 to 0.88. It is quite obvious that the difference in convexity values of the 18 specimens is smaller than that in perimeter sphericity values. Therefore, the particles sampled from the 18 specimens possess similar geometry, and the effect of morphology variation of coarse particles on compaction behavior can be ignored.

The Determination of the Optimal Combination of Gyratory Compaction Parameters
The gyratory specimens were compacted by referencing the existing specification for hot mix asphalt, and the specimen height was recorded to calculate the achieved dry density. The gyratory compactor is equipped with LVDTs to measure the real-time vertical

The Determination of the Optimal Combination of Gyratory Compaction Parameters
The gyratory specimens were compacted by referencing the existing specification for hot mix asphalt, and the specimen height was recorded to calculate the achieved dry density. The gyratory compactor is equipped with LVDTs to measure the real-time vertical displacement (or equivalently height change) of the specimen. Prior to the gyratory compaction, the dry mass and moisture content of the specimen were recorded and known. The real-time dry density of the specimen during the gyratory compaction can then be calculated from the dry mass, the diameter, and the real-time height of the gyratory specimen. The real-time specimen height and dry density were plotted against gyrations in Figure 8. It can be observed from Figure 8 that, as the number of gyrations increases, the specimen height decreases continuously, with the decreasing rate reducing gradually; on the other hand, the real-time dry density value of the specimen increases continuously with an increasing number of gyrations, which indicates the gradual densification of the specimens achieved during the gyratory compaction process. The final achieved dry density values of gyratory specimens in the orthogonal array testing matrix were used as one of the primary compaction quality indices and are summarized in Table 2. The corresponding moisture-density curves of gyratory compaction were plotted in Figure 9 accordingly. displacement (or equivalently height change) of the specimen. Prior to the gyratory compaction, the dry mass and moisture content of the specimen were recorded and known. The real-time dry density of the specimen during the gyratory compaction can then be calculated from the dry mass, the diameter, and the real-time height of the gyratory specimen. The real-time specimen height and dry density were plotted against gyrations in Figure 8. It can be observed from Figure 8 that, as the number of gyrations increases, the specimen height decreases continuously, with the decreasing rate reducing gradually; on the other hand, the real-time dry density value of the specimen increases continuously with an increasing number of gyrations, which indicates the gradual densification of the specimens achieved during the gyratory compaction process. The final achieved dry density values of gyratory specimens in the orthogonal array testing matrix were used as one of the primary compaction quality indices and are summarized in Table 2. The corresponding moisture-density curves of gyratory compaction were plotted in Figure 9 accordingly.
(a) (b)    displacement (or equivalently height change) of the specimen. Prior to the gyratory compaction, the dry mass and moisture content of the specimen were recorded and known. The real-time dry density of the specimen during the gyratory compaction can then be calculated from the dry mass, the diameter, and the real-time height of the gyratory specimen. The real-time specimen height and dry density were plotted against gyrations in Figure 8. It can be observed from Figure 8 that, as the number of gyrations increases, the specimen height decreases continuously, with the decreasing rate reducing gradually; on the other hand, the real-time dry density value of the specimen increases continuously with an increasing number of gyrations, which indicates the gradual densification of the specimens achieved during the gyratory compaction process. The final achieved dry density values of gyratory specimens in the orthogonal array testing matrix were used as one of the primary compaction quality indices and are summarized in Table 2. The corresponding moisture-density curves of gyratory compaction were plotted in Figure 9 accordingly.
(a) (b)   Specimen Height (mm) No.of Gyrations Figure 9. Moisture-density curves obtained from gyratory compaction tests for three different gradations. From Table 2 and Figure 9, it can be seen that the greatest final dry density value was achieved for the scaled aggregate gradation #3 with a moisture content of 1.5% under a vertical pressure of 800 kPa. It can be seen from Figure 9 that the compaction curves of the three different types of scaled aggregate gradations are different from that of the conventional fine-grained soils, i.e., the former exhibits multiple peaks instead of one single peak shown by the latter. This is probably attributable to the fact that the coarse-grained aggregate particles are more likely to break during the compaction process, thus resulting in staged, progressive structure changes of the aggregate specimens. The optimal moisture content values of the three gradations were different, i.e., 2.5, 3.0, and 1.5% for gradations #1, #2, and #3, respectively. This indicates that gradation could affect the optimal moisture content and maximum dry density of unbound permeable aggregates. The evaluation range R is an important index in the orthogonal array test. The larger the R value, the more important the corresponding factor. The specific definition is as follows: where M i is the sum of corresponding test results with the level number being i in any column; s is the number of occurrences of the i-th level in any column; and m i = M i /s. From the values of range R, it can be seen that gradation has the greatest influence on gyratory compaction, followed sequentially by vertical pressure and moisture content. At the same time, variance analysis was performed by SPSS analysis software and the result is shown in Table 3. Comparing the significance of the three different factors, it was found that the gradation has the greatest influence and the moisture content has the least influence on the dry density of the aggregate materials with scaled gradations. The result is consistent with that from the statistical range analysis.

Distinct Stages of Gyratory Compaction
Zhang et al. [46] divided the entire compaction process into three stages by three threshold points corresponding to the initial number (N ini ), the design number (N des ), and the final number of gyrations, respectively. The rate of height change greater than 1 mm per gyration can be regarded as the first stage, 0.1 to 1 mm per gyration as the second stage, and 0 to 0.1 mm per gyration as the final stable stage. The second stage ranges between the initial number and the design number of gyrations, whereas the final stage ranges between the design number and the final number of gyrations. To take an example, the rate of height change and the degree of compaction of the specimen compacted with the optimal combination of gyratory parameters were calculated and plotted against the number of gyrations in Figure 10. It can be seen that the initial self-compaction stage is from 0 to 10 gyrations, the intermediate gyratory compaction stage is from 10 to 61 gyrations, and the final stable stage is from 61 to 200 gyrations. The two threshold points (N ini and N des ) for all the specimens in the orthogonal array matrix are shown in Figure 11. The maximum difference of N in i values of 18 specimens is 12, whereas the maximum difference of N des values is 46. Therefore, it can be inferred that the N ini values are relatively close among different specimens; however, the N des values show somewhat considerable variations. This infers that physical properties and compaction parameters of unbound permeable aggregates significantly affect the second stage of gyratory compaction and corresponding compaction quality. influence on the dry density of the aggregate materials with scaled gradations. The result is consistent with that from the statistical range analysis.

Distinct Stages of Gyratory Compaction
Zhang et al. [46] divided the entire compaction process into three stages by three threshold points corresponding to the initial number (Nini), the design number (Ndes), and the final number of gyrations, respectively. The rate of height change greater than 1 mm per gyration can be regarded as the first stage, 0.1 to 1 mm per gyration as the second stage, and 0 to 0.1 mm per gyration as the final stable stage. The second stage ranges between the initial number and the design number of gyrations, whereas the final stage ranges between the design number and the final number of gyrations. To take an example, the rate of height change and the degree of compaction of the specimen compacted with the optimal combination of gyratory parameters were calculated and plotted against the number of gyrations in Figure 10. It can be seen that the initial self-compaction stage is from 0 to 10 gyrations, the intermediate gyratory compaction stage is from 10 to 61 gyrations, and the final stable stage is from 61 to 200 gyrations. The two threshold points (Nini and Ndes) for all the specimens in the orthogonal array matrix are shown in Figure 11. The maximum difference of Nini values of 18 specimens is 12, whereas the maximum difference of Ndes values is 46. Therefore, it can be inferred that the Nini values are relatively close among different specimens; however, the Ndes values show somewhat considerable variations. This infers that physical properties and compaction parameters of unbound permeable aggregates significantly affect the second stage of gyratory compaction and corresponding compaction quality.

Characteristics of Gyratory Compaction
The gyratory compaction process can be divided into three distinct stages according to the above-mentioned analysis. The first stage or stage I ( − ) resulted from abrasion at the aggregate particle contacts and is analogous to the post-construction stage. The second stage (or stage II) is featured by the rearrangement of the particle grain ( − ), the core stage of the compaction process. The third stage (or stage III) is regarded as the stable or final compaction stage where insignificant improvement in compaction quality (e.g., the degree of compaction) and increasing fracture of particle grains are observed as the number of gyrations further increases. It should be noted that, during the second and third stages, gravity-induced self-compaction still exists, but it does not play a leading role. Hence, stage II is mainly studied herein as compared with stages I and III.
As illustrated in Figure 12, the curve of the degree of compaction versus the number of gyrations, which is displayed on a semi-logarithmic plot, can be used to define the average slope K1 using Equation (6) [46]. The parameter K1 can then be used to assess the compaction state, with a higher K1 value indicating better compaction quality.
where % @ and % @ are the degree of compaction achieved at the design number and initial number of gyrations, respectively.

Characteristics of Gyratory Compaction
The gyratory compaction process can be divided into three distinct stages according to the above-mentioned analysis. The first stage or stage I (N sta − N ini ) resulted from abrasion at the aggregate particle contacts and is analogous to the post-construction stage. The second stage (or stage II) is featured by the rearrangement of the particle grain (N ini − N des ), the core stage of the compaction process. The third stage (or stage III) is regarded as the stable or final compaction stage where insignificant improvement in compaction quality (e.g., the degree of compaction) and increasing fracture of particle grains are observed as the number of gyrations further increases. It should be noted that, during the second and third stages, gravity-induced self-compaction still exists, but it does not play a leading role. Hence, stage II is mainly studied herein as compared with stages I and III.
As illustrated in Figure 12, the curve of the degree of compaction versus the number of gyrations, which is displayed on a semi-logarithmic plot, can be used to define the average slope K 1 using Equation (6) [46]. The parameter K 1 can then be used to assess the compaction state, with a higher K 1 value indicating better compaction quality.
where %γ d @N des and %γ d @N ini are the degree of compaction achieved at the design number and initial number of gyrations, respectively. To take as an example the gyratory specimen with the scaled aggregate gradation #3 under 800 kPa vertical pressure, the threshold points defining the three compaction stages are the 10th, 61st, and 200th gyration, respectively. Therefore, the K 1 value is calculated from Equation (7) as follows. Figure 13 illustrates the calculated K 1 value for 18 different specimens. It can be seen from Figure 13 that the K 1 value of the specimen No. 6 with the optimal combination of gyratory parameters is relatively greater than those of other different specimens. This actually proves the rationality of the orthogonal array test design and the reliability of the obtained optimal combination of gyratory parameters. of gyrations, which is displayed on a semi-logarithmic plot, can be used to define the average slope K1 using Equation (6) [46]. The parameter K1 can then be used to assess the compaction state, with a higher K1 value indicating better compaction quality.
where % @ and % @ are the degree of compaction achieved at the design number and initial number of gyrations, respectively. To take as an example the gyratory specimen with the scaled aggregate gradation #3 under 800 kPa vertical pressure, the threshold points defining the three compaction stages are the 10th, 61st, and 200th gyration, respectively. Therefore, the K1 value is calculated from Equation (7) Figure 13 illustrates the calculated K1 value for 18 different specimens. It can be seen from Figure 13 that the K1 value of the specimen No. 6 with the optimal combination of gyratory parameters is relatively greater than those of other different specimens. This actually proves the rationality of the orthogonal array test design and the reliability of the obtained optimal combination of gyratory parameters.

The Characteristics of Meso-Scale Particle Movement
The movement data of individual coarse particles (i.e., acceleration and Euler angle) monitored by the SR sensors were linked to compaction behavior of aggregate materials with scaled gradations during the gyratory compaction with a goal to reveal the underlying mechanism of gyratory compaction of unbound permeable aggregates.

Acceleration of Particles at Different Locations
The acceleration data recorded by the SR sensors placed in the middle center of the specimen with optimal combination of gyratory parameters were analyzed to compare and evaluate particle acceleration response at different stages of gyratory compaction. The raw signals were first subjected to the start-from-zero processing and the low-pass filtering. The time history curves of accelerations in three directions of X, Y, and Z are plotted in Figure 14

The Characteristics of Meso-Scale Particle Movement
The movement data of individual coarse particles (i.e., acceleration and Euler angle) monitored by the SR sensors were linked to compaction behavior of aggregate materials with scaled gradations during the gyratory compaction with a goal to reveal the underlying mechanism of gyratory compaction of unbound permeable aggregates.

Acceleration of Particles at Different Locations
The acceleration data recorded by the SR sensors placed in the middle center of the specimen with optimal combination of gyratory parameters were analyzed to compare and evaluate particle acceleration response at different stages of gyratory compaction. The raw signals were first subjected to the start-from-zero processing and the low-pass filtering. The time history curves of accelerations in three directions of X, Y, and Z are plotted in Figure 14, including the overall time history curves of the first 200 s gyration and the selected local time history curves from the first stage (represented by 0-10 s), the second stage (represented by 100-110 s), and the third stage (represented by 190-200 s). Note that the acceleration values in the Z direction are net values with the gravitational acceleration (g) deducted, and that the negative sign denotes the direction of acceleration opposite to the positive direction of the corresponding axis shown in Figure 14. It can be seen that the overall time history curve exhibits 100 peaks and troughs within the duration of 200 s. This indicates that particle acceleration has a clear periodic pattern that matches the period of 2 s (or equivalently the frequency of 0.5 Hz) of the gyratory compactor (of which the gyration speed is 30 rpm). Hence, the parametric settings of the gyratory compactor could potentially affect meso-scale particle movement patterns.
ing the mean position), while the acceleration in the Z direction remains to be dominant single-amplitude vibration. This indicates that the translational movement of particles in the X and Y directions is manifested as the lateral self-compaction of internal pores within the gyratory specimen, while the translational movement of particles in the Z direction is dominated by vertical compression of internal pores. During the second stage (i.e., the gyratory compaction stage), the acceleration variations in the X, Y, and Z directions tend to be stable, and the acceleration in the lateral direction (i.e., the X or Y direction) is significantly greater than that in the vertical direction (i.e., the Z direction). This is because particles are subjected to obvious shearing action by gyratory force and the effect of such shearing force on particle acceleration is greater than the vertical pressure. The particle accelerations in the three directions during the third stage (i.e., the stable compaction stage) are close to those during the second stage and are mainly affected by the compaction parameters of the gyratory compactor, and the internal structure of the gyratory specimen has become quite stable.

Characteristic Acceleration Value of Particles at Different Locations
The difference between the peaks and troughs of the time history curve of particle acceleration within each period of interest is taken as the characteristic acceleration value to compare the differences of particle movement at different positions of the gyratory specimen. Such characteristic particle acceleration values at four different positions are plotted against the number of gyrations in Figure 15. It can be seen that the characteristic acceleration values in the X and Y directions are significantly greater than those in the Z direction, indicating that the shearing action by gyratory force plays a more important role than the vertical pressure during the process of gyratory compaction. To be specific, Figure 14. Acceleration results measured in three different directions of at the middle center of the specimen with optimal combination of gyratory parameters: (a) X direction, (b) Y direction, and (c) Z direction.
The particle accelerations in the X, Y, and Z directions all increase rapidly from zero during the first stage of gyratory compaction (i.e., self-compacting stage). The accelerations in the X and Y directions increase faster than the Z direction and gradually shift from single-amplitude vibration to dominant double-amplitude vibration (with zero value being the mean position), while the acceleration in the Z direction remains to be dominant single-amplitude vibration. This indicates that the translational movement of particles in the X and Y directions is manifested as the lateral self-compaction of internal pores within the gyratory specimen, while the translational movement of particles in the Z direction is dominated by vertical compression of internal pores. During the second stage (i.e., the gyratory compaction stage), the acceleration variations in the X, Y, and Z directions tend to be stable, and the acceleration in the lateral direction (i.e., the X or Y direction) is significantly greater than that in the vertical direction (i.e., the Z direction). This is because particles are subjected to obvious shearing action by gyratory force and the effect of such shearing force on particle acceleration is greater than the vertical pressure. The particle accelerations in the three directions during the third stage (i.e., the stable compaction stage) are close to those during the second stage and are mainly affected by the compaction parameters of the gyratory compactor, and the internal structure of the gyratory specimen has become quite stable.

Characteristic Acceleration Value of Particles at Different Locations
The difference between the peaks and troughs of the time history curve of particle acceleration within each period of interest is taken as the characteristic acceleration value to compare the differences of particle movement at different positions of the gyratory specimen. Such characteristic particle acceleration values at four different positions are plotted against the number of gyrations in Figure 15. It can be seen that the characteristic acceleration values in the X and Y directions are significantly greater than those in the Z direction, indicating that the shearing action by gyratory force plays a more important role than the vertical pressure during the process of gyratory compaction. To be specific, the following observations can be further made: first, the characteristic acceleration values in the Z direction at the lower center and middle center positions of the gyratory specimen increase rapidly with the increasing number of gyrations during the initial stage, which is consistent with the dry density change of the specimen, indicating that the rapid movement of the middle and lower particles promotes a rapid increase in dry density of the specimen; second, the particle acceleration in the Z direction at the upper center position of the specimen shows a rapid decrease, mainly because particles in the upper center position are close to the load plate. The rate of the change in specimen height decreases gradually with the number of gyrations, indicating that particle acceleration at this position is mainly affected by the rate of the decrease in specimen height; and third, the particle acceleration in the Z direction at the center side position, as compared with those at the center positions, appears not to be affected by the change in specimen height and remains stable during the process of gyratory compaction.
The particle accelerations in the X and Y directions exhibit a weak correlation with the decrease in specimen height as compared with that in the Z direction, because the former is mainly affected by the shearing action of gyratory force. The fluctuation of particle accelerations in the X and Y directions during the initial compaction stage is greater than that during the other two stages, further indicating that the internal pores among particles during the initial compaction stage are larger. The particles need to be adjusted laterally to make the pore distribution more uniform in addition to vertical compression. By comparing the characteristic acceleration values of particles at three different center positions of the specimen, it can be seen that the greatest acceleration occurs at the upper center position, followed sequentially by the middle center and lower center positions. This demonstrates that particle acceleration shows a decreasing trend from top to bottom of the specimen. The characteristic acceleration values in the X and Y directions at the side position are greater than those at the center position, because the side position is farther from the main gyratory shaft and the shearing effect at this position is more pronounced during gyratory compaction. For the sake of brevity, only the meso-scale particle movement results recorded by the SR sensors placed at four different locations of the specimen with optimal combination of gyratory parameters are plotted to illustrate their linkage with macro-scale compaction characteristics, while the results of other gyratory specimens in the orthogonal array matrix are skipped herein, but indeed revealed similar trends, as described subsequently.
of the specimen. The characteristic acceleration values in the X and Y directions at the side position are greater than those at the center position, because the side position is farther from the main gyratory shaft and the shearing effect at this position is more pronounced during gyratory compaction. For the sake of brevity, only the meso-scale particle movement results recorded by the SR sensors placed at four different locations of the specimen with optimal combination of gyratory parameters are plotted to illustrate their linkage with macro-scale compaction characteristics, while the results of other gyratory specimens in the orthogonal array matrix are skipped herein, but indeed revealed similar trends, as described subsequently. The thresholding number of gyrations (A.K.A. the staged point) where the characteristic acceleration values in the Z direction start to become stable was taken as the staged point, and the staged points of particle accelerations at four different positions of the total eighteen specimens were counted. As listed in Table 4, except for a few specimens, little difference is found among the staged points corresponding to the same position of the majority of the eighteen specimens. Therefore, the average staged point (i.e., average number of gyrations) of particle accelerations at different positions was obtained by averaging the staged points of different specimens. The average staged point of particle accelerations at four different positions ascends in the order of the upper center, middle center, lower center, and center side, which indicates that the gyratory compaction action propagates The thresholding number of gyrations (A.K.A. the staged point) where the characteristic acceleration values in the Z direction start to become stable was taken as the staged point, and the staged points of particle accelerations at four different positions of the total eighteen specimens were counted. As listed in Table 4, except for a few specimens, little difference is found among the staged points corresponding to the same position of the majority of the eighteen specimens. Therefore, the average staged point (i.e., average number of gyrations) of particle accelerations at different positions was obtained by averaging the staged points of different specimens. The average staged point of particle accelerations at four different positions ascends in the order of the upper center, middle center, lower center, and center side, which indicates that the gyratory compaction action propagates gradually from upper center to lower center and from the center to the side of the gyratory specimen.

Relationship between Particle Acceleration and Rate of Change in Specimen Height
In order to further analyze the relationship between particle acceleration and compaction characteristics, the relative height variation %H and the relative acceleration %A, which are calculated from Equation (8) and Equation (9), respectively, are plotted against the number of gyrations in Figure 16. It can be seen that both %H and %A curves descend drastically during the initial cycles of gyratory compaction and then gradually become stable.
where V H is the specimen height variation during each cycle of gyration, V Hmax is the maximum specimen height variation, A is the characteristic acceleration value of the specimen during each cycle of gyration, and A max is the maximum characteristic acceleration value of the specimen. The influences of gradation, moisture content, and vertical pressure on particle accelerations at different positions of the gyratory specimen were evaluated from the variance analysis of the orthogonal array test, of which the results are summarized in Table 5. It can be seen that the particle acceleration at the upper center position has the most significant correlation with vertical pressure, further indicating that the upper particles are closest to the load plate of the gyratory compactor. The particle acceleration at the middle center position has significant correlation with gradation, moisture content, and vertical pressure, thus indicating that particle acceleration at this position is affected by the combination of these three factors. The particle acceleration at the lower center position has more significant correlation with the gradation, indicating that the inter-particle packing structure of the specimen does not change significantly. It shows that the coarse particles at the lower center position are less prone to breakage than those at the upper center position, as evidenced from the comparison of the correlations between the accelerations at both upper and lower center positions and the gradation. The influences of gradation, moisture content, and vertical pressure on particle accelerations at different positions of the gyratory specimen were evaluated from the variance analysis of the orthogonal array test, of which the results are summarized in Table 5. It can be seen that the particle acceleration at the upper center position has the most significant correlation with vertical pressure, further indicating that the upper particles are closest to the load plate of the gyratory compactor. The particle acceleration at the middle center position has significant correlation with gradation, moisture content, and vertical pressure, thus indicating that particle acceleration at this position is affected by the combination of these three factors. The particle acceleration at the lower center position has more significant correlation with the gradation, indicating that the inter-particle packing structure of the specimen does not change significantly. It shows that the coarse particles at the lower center position are less prone to breakage than those at the upper center position, as evidenced from the comparison of the correlations between the accelerations at both upper and lower center positions and the gradation.  Figure 16. The relative specimen height %H and the relative particle acceleration %A plotted against the number of gyrations.

Euler Angle of Particles at Different Locations
The Euler angle is the integration of three independent angles used to uniquely determine the position of a rigid object rotating about a fixed axis. It consists of roll, pitch, and yaw, as shown in Figure 5a. Figure 17 plots the time histories of the Euler angle in three dimensions recorded by the SR sensors placed at four different locations of the specimen with optimal combination of gyratory parameters. While the same periodic feature as previously described is found from the time histories of the Euler angles in both the X and Y directions, no such periodic pattern is observed in the Z direction. There seems to exist a phase lag between the Euler angle response at the lower position and those at the other three positions. This is expected as the rotational shear force is applied at the bottom plate of the specimen. The Euler angle response in the Z direction at the center side position keeps increasing, whereas such responses at the other three positions fluctuate around zero value. Hence, it appears that the Euler angle response in the Z direction at the center side position, which increases with the increasing densification level, could be used as a meso-scale indicator of gyratory compaction quality. The amplitudes of the periodic Euler angle responses in the X and Y directions at the upper center and center side positions are close and greater than those at the other two positions, which is consistent with the result of particle acceleration. and Y directions, no such periodic pattern is observed in the Z direction. There seems to exist a phase lag between the Euler angle response at the lower position and those at the other three positions. This is expected as the rotational shear force is applied at the bottom plate of the specimen. The Euler angle response in the Z direction at the center side position keeps increasing, whereas such responses at the other three positions fluctuate around zero value. Hence, it appears that the Euler angle response in the Z direction at the center side position, which increases with the increasing densification level, could be used as a meso-scale indicator of gyratory compaction quality. The amplitudes of the periodic Euler angle responses in the X and Y directions at the upper center and center side positions are close and greater than those at the other two positions, which is consistent with the result of particle acceleration.

Relative Rotation of Particles at Different Locations
During the course of gyratory compaction, meso-scale particle movement mainly includes translation and rotation. The translation of particles is shown as the decrease in specimen height, while the rotation of particles reflects the inter-particle contact and interlocking. In this study, the rotation of particles is quantified and analyzed as the relative rotation. As expressed in Equation (10), the relative rotation in each of the three dimensions is defined as the difference between the maximum and minimum values of the Euler angle within each cycle. The results of such relative rotation values are plotted against gyration cycles in Figure 16. Note that the so-defined relative rotation measures maximum movement angle of particles within each cycle in X, Y, and Z directions, respectively.
where R is the relative rotation and R Emax and R Emin are the maximum and minimum values of the Euler angle during each cycle, respectively.
From Figure 18, it can be seen that most of the curves of relative rotation versus gyration cycles exhibit a sharp reduction during the initial stage and then gradually become stable during the subsequent stage. Hence, such curves can be divided into the aforementioned three distinct stages, i.e., the self-compaction stage (or stage I), the transition stage (or stage II), and the stable stage (or stage III), as illustrated in Figure 18c. The three stages of particle rotation are similar to those of specimen height or achieved dry density. Obviously, smaller and more stable relative rotation values of coarse particles tend to indicate stronger inter-particle contact and interlocking, and thus less potential of further densification. This further supports the innovative and rational use of meso-scale particle movement to characterize the gyratory compaction process and control compaction quality. Note that the maximum relative rotation values recorded at those four different positions appear to occur in different directions, which suggests the position-dependent feature of particle rotation. The curves of relative rotation versus gyration cycles corresponding to the upper center and center side positions exhibit the three distinct stages much more clearly; therefore, the potential use of relative rotation response at these two positions as a meso-scale indicator of gyration compaction quality is supported.
where R is the relative rotation and and are the maximum and minimum values of the Euler angle during each cycle, respectively.
From Figure 18, it can be seen that most of the curves of relative rotation versus gy ration cycles exhibit a sharp reduction during the initial stage and then gradually becom stable during the subsequent stage. Hence, such curves can be divided into the aforemen tioned three distinct stages, i.e., the self-compaction stage (or stage I), the transition stag (or stage II), and the stable stage (or stage III), as illustrated in Figure 18c. The three stage of particle rotation are similar to those of specimen height or achieved dry density. Obvi ously, smaller and more stable relative rotation values of coarse particles tend to indicat stronger inter-particle contact and interlocking, and thus less potential of further densifi cation. This further supports the innovative and rational use of meso-scale particle move ment to characterize the gyratory compaction process and control compaction quality Note that the maximum relative rotation values recorded at those four different position appear to occur in different directions, which suggests the position-dependent feature o particle rotation. The curves of relative rotation versus gyration cycles corresponding t the upper center and center side positions exhibit the three distinct stages much mor clearly; therefore, the potential use of relative rotation response at these two positions a a meso-scale indicator of gyration compaction quality is supported.

Relationship between Relative Rotation and Dry Density Change
Similar to the definition of the degree of compaction (i.e., the achieved dry density divided by the maximum dry density obtained under the same level of compaction en ergy), the relative rotation ratio is defined as the ratio of the relative rotation measured a the final (i.e., the 200th) gyration to that of the specific gyration of interest. Figure 19 show

Relationship between Relative Rotation and Dry Density Change
Similar to the definition of the degree of compaction (i.e., the achieved dry density divided by the maximum dry density obtained under the same level of compaction energy), the relative rotation ratio is defined as the ratio of the relative rotation measured at the final (i.e., the 200th) gyration to that of the specific gyration of interest. Figure 19 shows the relative rotation ratio calculated at the four different positions of the specimen against the number of gyrations. As the number of gyrations increases, the relative rotation ratio increases with a gradually decreasing rate until reaching a relatively stable plateau. The increasing trend of the relative rotation ratio is generally consistent with that of the degree of compaction; particularly, the curves of the relative rotation ratio and the degree of compaction almost coincide with each other at the upper center and lower center positions. Therefore, the relative rotation ratio (especially at the upper center position) may be used as another meso-scale indicator of gyratory compaction quality.
(c) Figure 18. Relative rotation results measured at four different positions of the specimen with optimal combination of gyratory parameters: (a) X direction, (b) Y direction, and (c) Z direction.

Relationship between Relative Rotation and Dry Density Change
Similar to the definition of the degree of compaction (i.e., the achieved dry density divided by the maximum dry density obtained under the same level of compaction energy), the relative rotation ratio is defined as the ratio of the relative rotation measured at the final (i.e., the 200th) gyration to that of the specific gyration of interest. Figure 19 shows the relative rotation ratio calculated at the four different positions of the specimen against the number of gyrations. As the number of gyrations increases, the relative rotation ratio increases with a gradually decreasing rate until reaching a relatively stable plateau. The increasing trend of the relative rotation ratio is generally consistent with that of the degree of compaction; particularly, the curves of the relative rotation ratio and the degree of compaction almost coincide with each other at the upper center and lower center positions. Therefore, the relative rotation ratio (especially at the upper center position) may be used as another meso-scale indicator of gyratory compaction quality.

Quantification of Particle Abrasion and Breakage
The particle abrasion and breakage are also some of the important aspects of compaction characteristics that deserve assessment and investigation, particularly for unbound permeable aggregates. Few studies have quantified particle abrasion and breakage during compaction, partly owing to the lack of proper techniques. With the advent of 3D laser scanning, it becomes possible to accurately digitize coarse particles with a 3D irregular shape. In this study, a selection of coarse particles retained on a No. 4 or 4.75 mm sieve were randomly picked, marked, and then digitized via the 3D laser scanner before and after gyratory compaction for each of the 18 specimens included in the orthogonal array testing matrix. The goal was to quantify particle shape variation caused by compaction. As shown in Figure 20, the abrasion depth of one point on the aggregate surface is defined and calculated as the distance between aggregate particle outlines before and after gyratory compaction that corresponds to this point. Among those different abrasion depth values, the maximum one is defined as the maximum abrasion depth to quantify the degree of abrasion experienced by each particle. The calculated abrasion depth values of selected aggregate particles were color-coded as contour plots and are shown in Figure 21. It can be seen from Figure 21 that the corners and ridges of such particles are more prone to abrasion, as indicated by the darker colors. Besides particle abrasion, particle breakage, another common phenomenon during compaction, was also quantified by performing mechanical sieve analysis on the aggregate materials of each gyratory specimen before and after compaction and comparing the gradation curves obtained. Figure 22 shows the histograms of particle size distributions before and after gyratory compaction for the 18 specimens included in the orthogonal array testing matrix. It seems that the greatest variation in particle size occurs approximately within the size range of 2.36 to 13.2 mm, thus indicating that particles within this size range are more susceptible to particle abrasion and/or breakage. The relative breakage index (Br) proposed by Hardin [47] was calculated for each of the 18 specimens from the difference of gradation curves before and after gyratory compaction. The coefficient of curvature (Cc) and coefficient of uniformity (Cu) values were also calculated for the gradation curves before and after gyratory compaction, respectively. It was found that the Cc values of the post-compaction gradation curves of the 18 specimens are all greater than 15 and the Cu values are greater than 40. Therefore, the post-compaction gradations of these 18 specimens are still regarded as poorly-graded. Figure 23 demonstrates the relationship between the final achieved dry density and the relative breakage index for all the 18 specimens. A rough consistency is observed between these two parameters, i.e., higher final achieved dry density approximately corresponds to greater relative breakage index. Hence, additional caution may need to be exerted when compacting the permeable unbound aggregates as studied herein in order to reach a cost-effective balance between compaction quality and particle breakage potential.     Contour plots of abrasion depth of example coarse particles determined from the comparison of digitized particle shape before and after gyratory compaction. Figure 22. Histograms of particle size distributions before and after gyratory compaction for the eighteen specimens included in the orthogonal array testing matrix. Figure 22. Histograms of particle size distributions before and after gyratory compaction for the eighteen specimens included in the orthogonal array testing matrix.

Discussion
Particle movement was obtained using the SmartRock sensors p sitions to analyze the gyratory compaction characteristics. According the gyratory compaction process can be divided into three different

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Stage I, self-compaction stage. During this stage, particles exhib tion with a nearly linear decrease rate, resulting in significant density increase). • Stage II, transition stage. During this stage, particle movement sented by the reduced relative rotation. However, compaction s resented by the stable acceleration, resulting in further reduction • Stage III, stable stage. During this stage, particle movement is si by the compaction-induced packing structure, and very minim change is further achieved.
Such particle rotation patterns and the division of compaction with the research findings reported by Liu et al. [29], who studied p acteristics of asphalt mixtures subjected to gyratory compaction. M ings also indicated that the particles at the middle center position ha gree of compaction than those at the lower center position, and thu compaction stage slightly earlier than those located at the corner.

Summary and Conclusions
Laboratory and field compaction quality is assessed conventio indices such as dry density and void ratio (or porosity) only, which a disclose the compaction mechanisms. By designing a testing matrix

Discussion
Particle movement was obtained using the SmartRock sensors placed at different positions to analyze the gyratory compaction characteristics. According to the testing results, the gyratory compaction process can be divided into three different stages as follows: • Stage I, self-compaction stage. During this stage, particles exhibit large relative rotation with a nearly linear decrease rate, resulting in significant height reduction (or density increase). • Stage II, transition stage. During this stage, particle movement is restricted as represented by the reduced relative rotation. However, compaction still continues as represented by the stable acceleration, resulting in further reduction in specimen height. • Stage III, stable stage. During this stage, particle movement is significantly restricted by the compaction-induced packing structure, and very minimal height (or density) change is further achieved.
Such particle rotation patterns and the division of compaction stages are consistent with the research findings reported by Liu et al. [29], who studied particle rotation characteristics of asphalt mixtures subjected to gyratory compaction. Meanwhile, their findings also indicated that the particles at the middle center position had a much higher degree of compaction than those at the lower center position, and thus reached the stable compaction stage slightly earlier than those located at the corner.

Summary and Conclusions
Laboratory and field compaction quality is assessed conventionally from physical indices such as dry density and void ratio (or porosity) only, which are still insufficient to disclose the compaction mechanisms. By designing a testing matrix from the orthogonal array theory, this paper explored the potential use of gyratory compaction as an effective method for compacting unbound permeable aggregate materials, and further attempted to link quality aspects of gyratory compaction with meso-scale particle movement monitored by an innovative wireless particulate sensing technology. Particle abrasion and breakage were also quantified via the 3D laser scanning technology. Based on the analysis results of laboratory compaction tests, the following major conclusions can be drawn:

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The best compaction performance was achieved for the gyratory specimen with the scaled aggregate gradation #3, a moisture content of 1.5%, and a vertical pressure of 800 kPa. • Among the influential parameters studied, gradation was found to have the greatest influence on gyratory compaction quality, followed sequentially by vertical pressure and moisture content.

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The gyratory compaction process can be consistently divided into three distinct stages according to both macro-scale performance indicators and meso-scale particle movement characteristics. • Meso-scale particle movement characteristics at the upper center of the specimen are promising indicators of compaction quality. • Extreme caution is needed when compacting unbound permeable aggregates in order to reach a cost-effective balance between the quality of compaction and the extent of particle breakage.
Further work is currently underway to further validate the findings made in this study, explore the feasibility of using the SR sensors to monitor real-time density change during field compaction applications, and seek promising measures to improve both laboratory and field compaction quality of unbound permeable aggregate materials.