1. Introduction
Traffic crashes, injuries, and fatalities are costly and continue to be one of the major challenges faced by state DOTs and local highway agencies. As recognized, road safety encompasses more than just promoting safe driving; pavement surface maintenance plays a vital role in preventing traffic accidents or reducing their severity [
1].
High Friction Surface Treatment (HFST) is proving to be a very effective and cost-efficient method of treatment in improving pavement friction and reducing collisions dramatically in a wide array of traffic conditions around the world. In the past 15 years, the implementation of HFST has significantly increased throughout the United States; most states are now applying this technology to enhance traffic safety in various locations. The wide acceptance of HFST is proof of its importance for accident reduction as a strategic measure. This treatment is very helpful, especially at sharp curves, intersections, and steep grades where high levels of pavement friction are imperative in nature to avoid vehicle skidding and loss of control. In addition to saving lives, HFST reduces crash rates and reduces the economic traffic crash costs by greatly enhancing surface traction [
2]. HFST is typically composed of a thin layer of polymer binder with an aggregate resistance to polishing. This combination provides an improved friction characteristic of the pavement surface by reducing skidding and accidents and presents a long-lasting solution to increase the safety of the roads [
3]. HFST with Epoxy resins conforming to AASHTO MP 41 is normally used in the United States. This specification ensures that HFST binder performs well and has a durable nature. AASHTO MP 41 specification requires the use of refractory-grade Calcined Bauxite (CB) with at least 85% aluminum oxide [
4]. This high-grade material was selected due to its exceptional hardness and its resistance to polishing, which were necessary to provide long-term pavement friction, thereby reducing accidents.
In many cases, HFST may be subject to a variety of integrity problems and early degradation such as aggregate loss, cracking, debonding, and delamination. Early distresses in HFST can be caused by a multitude of factors. The condition of the current pavement as well as the Epoxy resin binder. In HFST, the resin binder interlocks with the pavement surface through macrotexture, a portion of the mechanical bond between the binder and pavement surface. A weak mechanical bond can be formed when the pavement surface lacks adequate macrotexture. Another major cause of low bond strength is poor preparation of the surface, where the surface should have been cleaned but still has dust and debris; this interferes with the bond between the resin binder and pavement surface. Such circumstances might lead to the delamination of the HFST from the pavement surface. It is such a situation that could have caused this failure of HFST [
5,
6]. In addition to its higher stiffness, the coefficient of thermal expansion (CTE) of Epoxy-based HFST has been considerably higher than that of hot-mix asphalt (HMA). Due to this inconsistent CTE, the HFST and old pavement suffer from thermal incompatibilities, thus generating differential thermal displacements of the HFST from existing pavement under temperature changes. The resulting temperature-induced differential motion may induce additional distress mechanisms into the HFST system, thus its ultimate failure [
7].
In response to these concerns, the New Jersey Department of Transportation created a treatment called High Friction Chip Seal (HFCS) to address compatibility issues between HFST and existing asphalt pavements. This approach uses an asphalt binder instead of typical Epoxy-based HFST, which is more compatible with the pavement substrate. The Missouri Department of Transportation (MoDOT) also performed studies to assess the costs and efficacy of surface treatments created with asphalt-based binders [
8,
9].
Recently, state agencies have increasingly focused on developing asphalt-based alternative binders for HFST applications. An example is the National Cooperative Highway Research Program (NCHRP) RFP #NCHRP 10-145, which emphasizes the importance of optimizing aggregate selection for HFST [
10].
This paper presents the investigation of various aggregates with different gradations and develops some asphalt-based alternatives to the conventional Epoxy resin binder in HFST applications. The present study focused on the determination of optimum aggregate gradation for asphalt-based HFST, taking into account the differences existing between asphalts with respect to Epoxy resin binders regarding mechanical characteristics such as stiffness, bonding mechanisms, and other differentiating factors.
Adjusting the aggregate gradation and type relative to standard gradations for HFST is essential to fully understand these differences and enhance durability and performance. The research dealt with finding a more efficient and appropriate HFST solution for current pavement substrates by investigating interactions of different types of aggregate and gradation with asphalt binders, thereby possibly providing a much more effective and sustainable solution toward keeping high pavement friction and long-term road safety.
3. Results and Discussions
To examine the performance of several HFST samples that included different binders and aggregates of varying sizes, the experimental test results were thoroughly investigated. Various tests were conducted as part of the investigation to look into how aggregate properties affected the effectiveness of asphalt-based HFSTs. These tests included performance evaluations utilizing a variety of techniques as well as durability assessments of aggregates with varying gradations. In particular, skid resistance was measured using the British Pendulum Test (BPT), and wear was simulated by accelerated polishing using the British wheel. The DFT offered more information on COF, and the CTM was used to quantify MPD.
3.1. Micro-Deval (MD) and Aggregate Image Measurement System (AIMS) Results
Figure 5 displays the results of the MD test, which was performed in accordance with ASTM D6928 for coarse and medium aggregate sizes and ASTM D7428 for HFST-sized aggregates. The data show that as MD polishing time increased, all gradations experienced higher percentages of mass loss. The HFST-sized aggregates had a lower mass loss, most likely due to differences in polishing times and test methods. CB had the greatest mass loss of the coarse and medium gradations, while Meramec had the least. Rhy and Flint had similar mass loss percentages for polishing cycles AMD 105, 120, and 180. However, at AMD 240, Rhy showed a lower mass loss than Flint. For the HFST size, Meramec had the lowest mass loss after 30 min of abrasion time, followed by CB, with Rhy and Flint showing similar results.
The AIMS device proved valuable for quantifying the shape, angularity, and surface texture of aggregates. In this study, it assessed particle shape for four aggregate types in two sizes before and after abrasion in the MDA (105, 180, and 240 min). Through the utilization of the AIMS device, the surface texture properties of these friction aggregates were accurately evaluated before and after polishing.
Figure 6 and
Figure 7 illustrate the AIMS texture and angularity indices for different aggregates of two sizes: 3/8″–1/4″ and 1/4″–#4. These indices were measured before MD polishing (BMD) and after MD polishing at various times (AMD 105, AMD 180, and AMD 240). The reduction in aggregate size from 3/8″–1/4″ to 1/4″–#4 resulted in a decline in texture indices across all phases: BMD, AMD 105, AMD 180, and AMD 240. Notably, CB exhibited higher texture indices for AMD 240 in the 1/4″–#4 size range compared to the 3/8″–1/4″ size range.
Additionally, CB, Rhy, and Flint showed decreasing texture trends with increasing polishing time for aggregates of size 3/8″–1/4″. However, for the 1/4″–#4 size, their texture initially decreased and then increased at AMD 240. In contrast, Meramec exhibited an increase in texture for both sizes up to AMD 105, followed by a decrease in texture.
Figure 7 illustrates the angularity index for various aggregates across different polishing times, revealing different trends. Specifically, for CB and Rhy, the angularity decreased with increasing polishing time. In contrast, Flint exhibited a more variable pattern: angularity decreased after 105 min, increased after 180 min, and then decreased again after 240 min of polishing. Meramec showed a different trend, with angularity initially decreasing after 105 min, increasing slightly after 180 min, and then rising further after 240 min of polishing. The variations in texture and angularity at different polishing times may be attributed to the MD polishing process, during which some aggregate particles may have broken, exposing their internal surfaces. This increased surface roughness can contribute to higher texture and angularity indices. Additionally, the polishing process might have uncovered previously hidden textured surfaces, leading to an increase in both texture and angularity as these rougher surfaces become more prominent.
3.2. Effect of Different Aggregate Size and Binders on the British Pendulum Number
The BPN values obtained between pre- and post-ten-hour polishing cycles using the British Wheel with three distinct aggregate sizes (HFST, medium, and coarse) and binders are shown in
Figure 8. Two coupons were made for each aggregate size using different PG and modified binders, as shown in
Table 2, with Epoxy resin serving as the control binder. For every aggregate coupon, five BPN measurements were made both before and after polishing; the average BPN values were then computed.
CB had the highest BPN values for the original HFST size among all aggregates, both before and after polishing. Rhy and Flint also produced comparable results. At first, BPN values were similar in every sample. Nevertheless, samples containing PG and modified binders showed a greater decrease in BPN levels after polishing for 10 h. There were some exceptions, including Rhy and Meramec. For example, after polishing with PG88-16, the BPN value for Rhy in the HFST size decreased by only 12%, which was less than the 17% decrease observed with Epoxy. For medium-sized aggregates, when switching from Epoxy to asphalt-based binders, a more noticeable decline in post-polish BPN values was observed compared to the HFST size.
In general medium-sized aggregates in CB, Rhy, and Meramec showed a less pronounced decline in BPN after polishing compared to the HFST-sized aggregates. For instance, with CB and PG82-16, the BPN value for the HFST size decreased by 14%, whereas the medium size saw a smaller reduction of around 10%. In contrast to the HFST size, Flint showed a higher decrease in BPN values, particularly when using PG binders. In comparison to HFST and medium-sized aggregates, the observed trend for coarse-sized aggregates shows a more moderate decrease in BPN values across all binders. Following the polishing process, Epoxy once more showed the least amount of BPN decrease, followed by PG binders and modified binders. The results indicate that aggregate size may be important when using PG and modified binders, as CB and Flint showed a smaller BPN decrease with PG88-16 compared to Epoxy, and Rhyolite exhibited a lower BPN reduction after polishing with PG82-16, with decreases of 15.5% and 16.5% for PG82-16 and Epoxy, respectively.
3.3. Effect of Different Aggregate Sizes and Gradation with Different Binders on the Coefficient of Friction (COF)
The DFT was used to measure the COF values during the first 0 cycles, 30K cycles, 70K cycles, and final 140K cycles of polishing, all of which were carried out at a speed of 20 km/h. Based on their durability and AIMS results, CB and Rhy were chosen for evaluation among the aggregates; three different sizes were taken into consideration: HFST, medium, and coarse. For the accelerated friction testing, the study also included four binders: Epoxy Resin, PG88-16, PG82-22 (PM), and PG88-16 (PM), which were selected based on how well they performed in BPT tests. For every combination of polishing cycle and speed, a single friction measurement was made using the DFT, and the COF values represent the average of two replicates.
As illustrated in
Figure 9, the initial COF values at 20 km/h, before polishing, were comparable across all binders for the HFST gradation, with CB showing higher COF values than Rhy. After 30K polishing cycles, the COF decrease for CB was smaller for Epoxy compared to the other binders. However, as the number of polishing cycles increased, PG82-22 (PM) showed the least decline in COF among the asphalt-based binders. For Rhyolite, after 30K cycles, PG88-16 delivered results comparable to, and occasionally better than, Epoxy resin. Nonetheless, as polishing cycles reached 70K and 140K, the COF values decreased, with Epoxy resin showing the best performance at 140K cycles. For the medium gradation with CB, increasing the number of polishing cycles resulted in a consistent decline in COF, with Epoxy resin outperforming the other binders by exhibiting a lower decrease in COF. Among the other binders, PG88-16 (PM) performed better after 30K polishing cycles, but after 70K cycles, PG82-22 (PM) achieved the highest COF values. In the case of Rhy, PG82-22 (PM) exhibited higher COF values over 30K cycles. However, as the polishing cycles increased to 140K, Epoxy resin again demonstrated the highest COF, closely followed by PG88-16 (PM).
In the coarse gradation, CB once again exhibited higher COF values than Rhy before and after polishing. However, following polishing, the COF values for coarse aggregates differed from those of the original HFST and medium-sized aggregates. Slabs made with asphalt-based binders showed COF values comparable to or even higher than those of the Epoxy-based slabs. For CB, the PG88-16 binder exhibited the smallest reduction in COF after polishing for 140K cycles, with a decrease of only 19%. In contrast, Epoxy showed a reduction of 23%, indicating that PG88-16 outperformed Epoxy in maintaining friction after extensive polishing. In the case of Rhy, the initial COF values were about the same and comparable for all binders. After 30K polishing cycles, the COF values remained comparable, with PG88-16 showing slightly higher performance. As the polishing cycles reached 140K, PG88-22 (PM) recorded the highest COF of all the binders tested. For Rhy with PG88-22 (PM), the COF decreased by approximately 38%, whereas the reduction for Epoxy was significantly higher at 77%. This trend shows that larger aggregate sizes contribute to improved friction performance in samples with PG and modified binders as alternatives to Epoxy resin.
3.4. Effect of Aggregate Size and Gradation with Different Binders on the MPD (mm)
The Circular Track Meter (CTM) was used to measure the slabs’ surface macrotexture in order to determine the MPD.
Figure 10 shows the MPD measurements both before and after multiple polishing cycles for different combinations of slabs made with CB and Rhy, each with three distinct gradations (HFST, medium, and coarse). Compared to the other binders, Epoxy resin’s change in MPD slope by increasing the polishing cycles was less noticeable, resulting in more stable texture retention. Interestingly, with the increase in aggregate size, the reduction in MPD became more stable and linear, especially for the PG82-22 (PM) binder. For example, for CB in HFST size, once polishing cycles went up to 140K, about a 29% reduction in MPD was observed, while for the coarse CB, this went down to about an 8% reduction. Similarly, in the case of Rhy for HFST size, the MPD decreased by about 41%, whereas with the increase in gradation to coarse, the percent decrease was reduced to 31%. This trend suggests that larger aggregates contribute to improved performance during extended polishing cycles.
4. Conclusions
High Friction Surface Treatments (HFST) are the first pavement treatment recommended for safety because of their potential to improve skid resistance and prevent traffic accidents. While Epoxy-based HFSTs are widely used, they face several challenges, including compatibility with existing pavements, high installation and removal costs, and durability concerns for existing pavements with marginal substrate conditions. This study investigated the effects of aggregate size, type, and gradation on the performance of asphalt-based HFSTs.
Several durability and performance friction tests were performed; among them, the MD and AIMS tests for determining the characteristics and durability of the aggregates and the BPT, British Wheel Test, and DFT for determining values of COF before and after polishing with TWPD. In this respect, the MPD and the macrotexture were determined by a CT-Meter.
The result showed that the choice of aggregate size and gradation greatly influences asphalt-based HFST performance as an alternative for Epoxy. In the MD test, Meramec showed the least mass loss amongst all sizes and aggregates, meaning that it had the highest durability and abrasion. In coarse-sized aggregates, Rhy showed the second least after Meramec, having only a reduction of 6% after 240 min of abrasion. The CB ranked as the second lowest among the HFST size categories in mass loss of about 4% after Meramec. From the AIMS results, there was a reduction in texture indices within the aggregate size reduction from 3/8″–1/4″ to 1/4″–#4. CB displayed higher AMD 240 texture indices within the 1/4″–#4 size range than in the 3/8″–1/4″ size range; hence it is capable of holding texture and frictional properties through polishing and traffic.
The BPT was used to assess the preliminary performance of aggregate gradation on asphalt-based samples. Among all the aggregates, CB had the highest BPN values both before and after polishing, while Rhy and Flint gave similar performances. All samples showed similar BPN values at the beginning. After 10 h of polishing, samples with PG and modified binders showed a higher reduction in the BPN level. The amount of BPN lost by asphalt-based HFST decreased with increasing aggregate size. There were some minor exceptions, but overall, aggregate gradation was critical when asphalt-based binders were used. Aggregates of medium size in CB, Rhy, and Meramec demonstrated less pronounced loss in BPN after polishing compared to those of HFST size. For example, with CB and PG82-16 binders, the HFST size BPN value decreased by about 14%, while in the case of a medium-sized aggregate, this decrease was about 10%. Compared to coarse-sized aggregates, the trend observed for HFST and medium-sized aggregates indicated a more gradual decrease in BPN values. As Rhyolite had a reduced BPN after treatment with PG82-16, the respective percentage decreases were 15.5% and 16.5% for PG82-16 and Epoxy.
The results of the DFT of COF for the various slabs tested showed that at 20 km/h before polishing, the COF values were roughly identical for all binders, with CB having a higher friction value than Rhy. The COF in asphalt-based slabs decreased more than in Epoxy-based slabs as polishing cycles increased for HFST and medium gradations. However, in the coarse gradation, after polishing cycles, the COF for slabs made with modified binders and PG binders was equal to or higher than that for Epoxy. For CB, the PG88-16 binder showed the smallest reduction in COF after 140K polishing cycles, reducing by only 19%, while Epoxy showed a reduction of 23%, indicating that PG88-16 outperformed Epoxy in maintaining friction after extensive polishing. In the case of Rhy, as polishing cycles reached 140K, PG88-22 recorded the highest COF among all binders tested, with a decrease of about 38%, while the reduction for Epoxy was significantly higher, at 77%.
The MPD results for the slabs indicated that Epoxy resin consistently provided the highest MPD values for both aggregates with varying gradations as polishing cycles increased. The change in slope of the MPD for Epoxy resin in both aggregates was less pronounced when compared to other binders. Notably, as aggregate size increased, the slope of MPD decreased with more polishing cycles, becoming more stable and linear. This trend became more pronounced in PG82-22 (PM), indicating improved performance with larger aggregates as the polishing cycles progressed.
These findings indicate that due to the differences in stiffness, bonding mechanisms, and other characteristics between asphalt and Epoxy, the durability and performance of asphalt-based HFSTs can be enhanced by selecting the appropriate aggregate type and size. Notably, using larger aggregate sizes significantly improves friction stability, underscoring the importance of utilizing various aggregate gradations to optimize HFST applications and using them according to the section with the need to improve friction with marginal conditions.