Analysis of Skid Resistance and Noise Characteristics for Varieties of Concrete Pavement

To establish evaluation criteria for the pavement skid resistance and noise level in tunnels pavements, the zoning and control standards for skid resistance and concrete pavement noise were examined. Transverse friction coeﬃcient (TFC) test equipment and the on-board sound intensity (OBSI) method were used to evaluate the antisliding characteristics and noise levels of several tunnel pavements. The results indicated poor antisliding characteristics and noise levels in ordinary grooved cement concrete pavement, whereas new types of cement concrete pavements, such as exposed concrete pavements and polymer-modiﬁed cement concrete pavements, had good antisliding characteristics and achieved low noise levels. Combined with the cluster analysis method, a zoning method for the antisliding and noise level in concrete pavement is proposed. The antisliding characteristics and noise levels of the pavement are divided into three zones. To ensure safety and comfort during driving, the antisliding value (SFC) of the tunnel pavement should be more than 50, and the noise level should not exceed 105dB. Finally, the correlation between the antisliding and noise levels for pavement was analyzed. The results indicated that the antiskiding value of pavement has a strong correlation to the noise level.


Introduction
In recent years, concrete pavement has been encouraged to replace the asphalt pavements because of their advantages, such as easy maintenance, long service life, and durability [1]. e concrete pavement is completely nonflammable and nontoxic in the case of a fire accident in tunnels [2]. Additionally, compared to asphalt pavement, it can reduce the electrical energy consumption because of its light surface [3].
However, because of the unique climatic environment within tunnels and the material characteristics of the cement concrete pavement, the concrete pavement of the tunnels has many shortcomings. e most problematic of which are the skid resistance and noise [4][5][6]. Domestic research on tunnel engineering mainly focuses on the structural design and construction technology. Previous research on the concrete pavement used in tunnels mainly focuses on the skid resistance, and relatively little attention has been paid to noise reduction for ensuring driving comfort [7].
Conventional methods for highway cement concrete pavement design and construction are being applied to concrete pavements used in tunnels. Because of the unique environment inside tunnels, the pavement performance requirements differ significantly from those of ordinary cement concrete. is leads to a different degree of disease in tunnel cement concrete pavement [8]. One of the most significant problems results from the susceptibility of cement concrete pavement to pollution and the susceptibility of the surface texture to wear. e pollutants such as vehicle oil pollution and tire scraps spilled on the road surface, which can reduce the skid resistance of the concrete pavement.
e antisliding performance of the pavement attenuates quickly [9]. e skid resistance of pavements decreases by 8-12% owing to the filling of pavement porosity [10]. is reinforces traffic security dangers. Additionally, owing to the long-term wet condition of the tunnel pavement surface [11], particularly during the low-temperature winter period, the concrete pavement is more likely to freeze, which significantly affects its skid resistance [12].
Temperature variations can influence significantly the skidresistance values [13].
Furthermore, owing to the closed environment of the tunnel, it is difficult to dissipate noise during driving, significantly affects driving comfort [14]. Tire-pavement noise is one of the main sources of vehicle noise. Road surface noise is emitted and is superimposed in the tunnel, making it last longer and making it more difficult to be dissipated, which reduces the driving comfort. e tire-pavement noise is generally higher than 90 dB in the long highway tunnels [15]. Zhang found that the tire-pavement noise inside the tunnel is 20 dB (A) higher than that of external pavement [16].
ere is poor correlation between skid-resistance values and tire-pavement noise, regardless of groove textures [16]. e tire-pavement noise is a key problem to be solved in tunnel driving [15,17].
In summary, the unique environment of the tunnel rapidly attenuates the skid resistance of pavement. It also amplifies road-traffic noise and negatively influences the safety and comfort of tunnel driving. erefore, research on skid resistance and noise control for tunnel pavements is imperative needed [17]. In this study, via the comprehensive testing of different road types and surface textures, skid resistance and noise classification standards for tunnel concrete pavement were proposed. e control standards for skid resistance and noise security ensure that vehicles operate "safely" and "quietly" in tunnels. For the sections below the limits for the sliding resistance and low noise, pavement maintenance must be promptly conducted to ensure the safety of vehicle travel.

Road Information.
To test the antisliding force coefficient and noise level of the concrete pavement for several expressways in China, data were collected for traditional grooved cement concrete pavement and new types of cement concrete pavements (polymer-modified cement concrete pavement (PCC) and exposed concrete pavement (EACCP)). e main pavement texture types are shown in Figure 1. To ensure the diversity of the antiskid grading data samples, this study also selected asphalt pavements, namely, dense asphalt concrete (AC) and stone matrix asphalt (SMA), which were used as comparison samples to comprehensively test the antiskid value and noise level of different types of pavement textures. Details regarding the concrete pavement testing are presented in Table 1.

Pavement Surface Friction Coefficient.
e pavement friction coefficient detection system (as shown in Figure 2) was mainly used to determine the transverse friction coefficient (SFC) of the concrete pavement, to assess its skid resistance. e measurement system included the following instruments and equipment, all of which utilized numerical control: a test trailer, sprinkler equipment, an electric control box, and supporting computer software. e test speed was 60 km/h. e sampling frequency was 1 m. Under these conditions, the SFC of the road surface was accurately measured; thus, the skid resistance of the road surface was assessed.
e SFC has become an important index for the evaluation of the antiskid force during the completion and acceptance of highways in China. Regulations stipulate that the SFC for general sections of highways should not be less than 0.50, while it should not be less than 0.55 in special sections [18].

Road/Tire Noise Test.
e pavement noise was evaluated using the on-board sound intensity (OBSI) method, where digital signal acquisition was employed to measure the noise signal on the unit area of the space point near the tire/road interface at a constant speed over a period of time. e road noise sound pressure level and octave spectrum were analyzed and obtained [14,19,20]. e A-weighted sound level was used because A-weighting is a valid indicator of the perceived loudness or annoyance of road-traffic sound [21]. A standard test tire (ASTM E 1136) was used to evaluate the road noise. e vehicle speed in the test was 60 km/h. e frequency of tire/road noise data acquisition was 10000 Hz, as shown in Figure 3.

Cluster Analysis Method for Evaluation.
A multivariate statistical clustering analysis was performed to extract the primary features of the sample data and establish clustering indices among different data, to define the classification standards for antiskid and noise levels of different tunnel pavements. e cluster analysis method is a multivariate statistical analysis method in which research objects are classified according to the characteristics of different types of samples and the "affinity" of the sample data. Clusters are determined via the clustering analysis method, according to the similarity of the internal data features. ere is a large difference between different clusters, to accurately distinguish the characteristic relationship between different data groups [22]. e main calculation process is shown in Figure 4 [23].

Antiskid Characteristics of Pavement.
e statistical results for the slip resistance values of different tunnel pavements are presented in Figure 5. Table 2 shows the statistical results of SFC.
As can be seen from Figure 5 and Table 2, we can get the following: (1) e sliding resistance of the asphalt surface was significantly higher than that of ordinary cement concrete pavement. When the cement concrete road surface in the form was used, such as EACCP and PCC, the skid resistance of the cement concrete pavement was significantly improved. With regard to the sliding resistance of EACCP, the skid-resistance value is larger than 65, and the coefficient of variation was small. When a bridge deck is made of ordinary asphalt concrete, the antisliding force of the bridge deck is weaker than that of the ordinary road section because of its higher stiffness. (2) e antislip force of the newly laid cement concrete pavement was relatively strong and was significantly affected by the microtexture of the cement concrete. When the road surface was treated with drag, its antiskid value become significantly higher than that of the smooth cement concrete pavement. Its antislip value increased by up to 50%. (3) Common grooved cement concrete pavement had poor skid resistance.

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Under the existing technical conditions, the endurance of the antiskid structure in cement concrete pavement is poor, and the antiskid value of most pavements declines rapidly within a very short period of traffic. Two years after the start of use to traffic of ordinary cement concrete pavement, the antisliding force can be reduced by 50% or more, particularly for cement concrete pavement used in tunnels. In a humid environment, the concrete macrostructure is quickly ground flat, the macrostructure is rapidly attenuated, and the lateral force coefficient variation is large, which significantly affects the safety and comfort of driving.

Pavement Antiskid Zone.
e K-means clustering analysis method was employed, and the minimum, maximum, mean, and variance of the SFCs were used as the independent variables to obtain the final K-means clustering results for the SFCs of the concrete pavement, as shown in Table 3. As can be seen from Table 3, the aggregated SFC sample data were divided into three categories: SFC < 50, 50 ≤ SFC < 65, and SFC ≥ 65. e classified statistical results for different road surface types are presented in Figure 6.
As can be seen from Figure 6, types D, J, K, and M represent the newly laid longitudinal grooved cement concrete pavement, EACCP, PCC, and asphalt pavement. ey are classified as zone 1, with the best slip resistance. e skid resistance of zone 2 was lower than that of typical pavement types, and this zone included varieties such as newly paved transverse grooves, combined vertical and horizontal grooves, and bridge deck pavement. Zone 3 had the worst skid resistance and included varieties such as nogalling cement concrete pavement and typical cement concrete pavement after several years of operation. For the road sections corresponding to zones 1 and 2, it is safe to drive, whereas for the road section corresponding to zone 3, the skid resistance is insufficient and presents a potential safety hazard. erefore, to ensure safe driving, timely maintenance should be performed to improve the skid resistance to zone 1 or 2 values, to ensure safe driving.

Sound Intensity (SI).
e noise test results for different cement concrete pavements are presented in Table 4.
As shown in Table 4, the noise level of grooved pavement was high, and after traffic, the noise level of grooved road surfaces increased significantly. Because of the coarse aggregate exposed outside, there were rich texture structures on the surface of EACCP, which can significantly reduce noise levels [24]. e noise reduction principle was similar to that of asphalt pavement. Circulation channels were formed to compress air. erefore, the EACCP had a noise-reduction effect. e sound pressure level was maintained at   Advances in Materials Science and Engineering approximately 97.0 dB, which was 5 dB higher than the noise level of traditional grooving cement concrete pavement. Because of the unique road surface texture, the polymermodified cement concrete pavement can significantly reduce the noise level of cement concrete pavement. Compared with the ordinary grooving cement concrete pavement, the noise level of PCC was 6 dB lower. e sound pressure level was similar to that of EACCP, which was nearly 96 dB. e microstructure of the concrete surface significantly affected the noise reduction of the cement concrete pavement. us, for reducing noise, ordinary cement concrete pavement should be treated with galling to form rich microstructures.

Road Noise Octave.
e noise octave of different concrete pavements is presented in Figure 7.
As shown, for all the tested roads, the center frequency of 1/3 of the octave of the road noise was a continuous octave, and the noise octave was mainly between 500 and 5000 Hz. e noise for the different types of concrete pavement exhibited similar frequency trends. At the beginning, the noise frequencies increased. With the increase of noise frequency, the sound pressure level also gradually increased. After reaching the maximum value, it gradually decreased with a further increase in the frequency.
e frequency corresponding to the highest noise level of the road was commonly in the range of 800-1600 Hz.
Classification noise and pavement frequency range tests revealed that louder pavement noise corresponded to a higher noise frequency range curve, and when the frequency was 1000 Hz, the sound pressure level suddenly increased.
is phenomenon led to sharp noise and worsened the texture, and it occurred in transverse grooved concrete pavement or grooved surfaces after a long time. e noise octaves for pavements such as EACCP, asphalt pavement, and PCC were lower than those of other pavement types, indicating that these pavements have low noise and provide adequate comfort. erefore, in the design and construction of concrete pavement, it is necessary to avoid selecting poor surface texture, to reduce the road noise and avoid sharp road noise.

Road Noise Zoning.
According to the clustering analysis, the minimum value, maximum value, average value, and variance of antipavement noise were selected as the independent variables to obtain the final clustering results for concrete pavement noise, as shown in Table 5.
As indicated in Table 5, the same concrete pavement noise can be divided into three categories: SI < 100, 100 ≤ SI < 105, and SFC ≥ 105. e classified statistical results for different road surface types are shown in Figure 8.
As can be seen from Figure 8, according to the clustering results of the noise level for different concrete pavement types, the noise test samples can be divided into 3 zones. Among them, zone 1 had the lowest noise value. Basically, all asphalt pavements, EACCP, and PCC belonged to this zone. e noise level for this type of pavement was low and the driving comfort was acceptable. e average condensation  center of noise for the concrete pavement in zone 2 was 102.8 dB, and the maximum and minimum condensation centers were 105.71 dB and 100.41 dB, respectively. e traditional grooved cement concrete pavement belonged to this zone. e average condensed center of the noise in zone 3 was 108.61 dB, and the maximum and minimum condensed center values were 111.72 dB and 106.03 dB, respectively. e opening groove of the concrete pavement, the noise level of the concrete pavement with poor grooves, and the grooved road surface after opening to traffic were similar. ese types of concrete pavements exhibit a high noise level, and the road driving comfort is poor; thus, they should be avoided in the design and construction process.
To satisfy the overall needs of paved road surfaces, the boundary line of area 2 should be adopted and enforced in design and construction. us, the noise level should not be lower than the maximum value, which makes the noise level of the concrete pavement the overall control in zones 2 and 1, and noise levels close to the area 3 limit should be avoided.
is is due to poor road traffic, which is relatively rough and uncomfortable. Additionally, the texture of this type of pavement is poor, and the noise level is high.

Correlation between Pavement Noise and Antiskid Force.
e correlation between the noise levels of different road surfaces and the antiskid force was analyzed, and the results are shown in Figure 9. e sliding resistance of the road exhibited a correlation with the noise level, and the correlation coefficient was 0.7889. A higher sliding resistance of the pavement corresponded to lower noise. is is mainly because the pavement with sufficient sliding resistance has an adequately textured structure, which provides circulation channels for compressed air during vehicle traffic, reducing the road/tire noise. However, the sample size surveyed in this study was small. A large amount of sample data should be investigated in future study.

Conclusion
SFC testing equipment and the OBSI method were employed to evaluate the antisliding force and noise characteristics of multiple tunnel pavements. Using the clustering analysis method, zoning standards for antisliding and noise reduction of pavements were determined. e main conclusions are as follows.
Traditional grooved cement concrete pavement had poor skid resistance. e initial skid-resistance level was high, but the skid-resistance level decreased rapidly soon after exposure to traffic. In comparison, new types of cement concrete, such as EACCP and PCC, exhibited higher skid resistance. Similar results were obtained in pavement noise tests. e traditional grooved pavement was noisy and produced sharp noise, whereas the EACCP and PCC significantly reduced the noise between the pavement and tires. e cluster analysis method was adopted to divide the skid resistance and noise of the road surface into three areas. To ensure the safety and comfort of driving, it is proposed that the skid-resistance SFC of the tunnel road surface should not be <50 and the noise should not exceed 105 dB. Additionally, there is a correlation between the skid resistance and the noise.
However, this study was an exploratory investigation of the zoning standard for the skid resistance and the noise level of tunnel concrete pavement. e sample size surveyed was small. To improve the reliability of the zoning standard for the skid resistance and noise of pavement concrete, additional types of tunnel pavement concrete should be investigated in future studies, for increasing the sample size.
Data Availability e data in the manuscript are available to the readers.