Advances in Materials Science and Engineering
Volume 2017 (2017), Article ID 2476101, 8 pages
https://doi.org/10.1155/2017/2476101

Research Article

Effects of Blend Ratio and SBR Type on Properties of Carbon Black-Filled and Silica-Filled SBR/BR Tire Tread Compounds

Pongdhorn Sae-oui,¹ Krisda Suchiva,1,2 Chakrit Sirisinha,² Wenussarin Intiya,¹ Pram Yodjun,¹ and Uthai Thepsuwan¹

¹MTEC, National Science and Technology Development Agency (NSTDA), 114 Thailand Science Park (TSP), Phahonyothin Rd., Pathum Thani 12120, Thailand
²Rubber Technology Research Centre (RTEC), Faculty of Science, Mahidol University, Salaya Campus, Phutthamonthon 4 Rd., Salaya, Nakhon Pathom 73170, Thailand

Correspondence should be addressed to Uthai Thepsuwan; uthait@mtec.or.th

Received 30 April 2017; Accepted 6 September 2017; Published 24 October 2017

Academic Editor: Luigi Nicolais

Copyright © 2017 Pongdhorn Sae-oui et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract.

This work aimed at investigating the effects of blend ratio between styrene butadiene rubber (SBR) and butadiene rubber (BR) and SBR type (E-SBR and S-SBR) on properties of SBR/BR tire tread compounds. Influences of these parameters on properties of the tread compounds reinforced by 80 parts per hundred rubber (phr) of carbon black (CB) and silica were also compared. Results reveal that hardness, strengths, and wet grip efficiency were impaired whereas rolling resistance was improved with increasing BR proportion. Surprisingly, the presence of BR imparted poorer abrasion resistance in most systems, except for the CB-filled E-SBR system in which an enhanced abrasion resistance was observed. Obviously, S-SBR gave superior properties (tire performance) compared to E-SBR, particularly obvious in the silica-filled system. Compared with CB, silica gave comparable strengths, better wet grip efficiency, and lower rolling resistance. Carbon black, however, offered greater abrasion resistance than silica.

1. Introduction

It is widely known that tire performance is justified by three main properties, that is, rolling resistance, wet grip efficiency, and abrasion resistance. Reducing rolling resistance of tire has gained much attention during the last two decades due to the increase demand for green transportation as tires are responsible for approximately 20–30% of vehicle’s fuel consumption. Wet grip efficiency, or the handling ability of tire on wet road, is also of great importance as it is directly related to driving safety. Abrasion resistance is one of the key parameters to indicate the tire endurance. Many attempts have successively been made to investigate parameters affecting properties of tire tread compound with the goal of achieving improvements of both rolling resistance and wet grip efficiency of tire [1–12]. Previous works have shown that rolling resistance and wet grip efficiency are closely related to dynamic viscoelastic behavior of tread compound and can be represented by the ratio of loss modulus to storage modulus () at high temperature (~60°C) and low temperature (~0°C), respectively [8, 9, 13–17].

Carbon black (CB) has been widely used as the main reinforcing filler for tire tread compound because it offers greater processability with higher tire endurance, as compared with untreated silica. However, with the advent of silane coupling agent which can significantly improve silica dispersion and silica-rubber interaction, the use of silica technology has become popular for high performance tire nowadays. It has been reported that considerable reduction in rolling resistance can be achieved when carbon black is partially or fully replaced by silane-treated silica [16, 18]. In addition to silica technology, rubber blend technology is also of great interest for tire technologists, especially blends of styrene butadiene rubber (SBR) and butadiene rubber (BR) or natural rubber (NR) [3–5, 8, 10, 11, 18]. It has been reported that wear of a tire tread compound can be improved by the addition of BR [11]. Such finding, however, was obtained from the work carried out in CB-filled emulsion-polymerized SBR (E-SBR) system. Due to rapid progress in SBR synthesis, various grades of solution-polymerized SBR (S-SBR) are now commercially available. This offers tire technologists a better solution to achieve higher tire performance as S-SBR can be specially designed to give better controls of chain end structure, molecular weight distribution, and butadiene microstructure. It is therefore of great interest to investigate the effects of SBR/BR blend ratio and SBR type on properties of the tire tread compounds. In this work, investigation was made in two reinforcing systems for comparison purpose, that is, CB-filled system and silane-treated silica-filled system.

2. Experimental Section

2.1. Materials

Two types of commercial oil-extended SBR (E-SBR 1723 and S-SBR 6450SL) were produced by Kumho Petrochemical Co., Ltd., South Korea. Typical properties of both E-SBR and S-SBR are given in Table 1. Butadiene rubber (BR 01, ML1 + 4 @ 100°C = 45) was supplied by BST Elastomers Co., Ltd., Thailand. 2,2,4-Trimethyl-1,2-dihydroquinoline (TMQ), N-(1,3-dimethylbutyl)-N′-phenyl-p-phenylenediamine (6PPD), and N-tert-butyl-2-benzothiazole sulfenamide (TBBS) were obtained from Monflex Pte. Ltd., Singapore. Bis3-(triethoxysilyl)propyl]tetrasulfide (TESPT) was purchased from Innova (Tianjin) Chemical Co., Ltd., China. Other additives were provided by suppliers in Thailand. Carbon black (N234; BET specific surface area = 126 m²/g) and silica (Tokusil 255; BET specific surface area = 166 m²/g) were obtained from Thai Carbon Black Public Co., Ltd. and OSC Siam Silica Co., Ltd., respectively. Treated distillate aromatic extract (TDAE) oil was supplied by PSP Specialties Co., Ltd. Stearic acid was obtained from Kij Paiboon Chemical Ltd., Part. Zinc oxide (ZnO) was manufactured by Thai-Lysaght Co., Ltd. Paraffin wax was supplied by Petch Thai Chemical Co., Ltd. Tetrabenzylthiuram disulfide (TBzTD) and sulfur were, respectively, supplied by Behn Meyer Chemicals (T) Co., Ltd., and Siam Chemicals Public Co., Ltd. All mixing ingredients were used as received.

Table 1: Typical properties of E-SBR and S-SBR employed in this study.

S-SBR (6450SL)
E-SBR (1723)

Styrene content, %
34.6
23.4

Vinyl content, %
40.1
N/A

TDAE oil content,
37.5
37.5

Mooney viscosity,
53.2
49.1

per hundred rubber. unit.

2.2. Preparation and Testing of Rubber Compounds

Rubber compounds, with the formulations given in Table 2, were prepared using an internal mixer (Brabender-Plasticorder 350E, Germany) by a 3-step mixing technique. In the first step, the rubber pieces were mixed with all ingredients except curatives under the following conditions: fill factor = 0.75, initial chamber temperature = 60°C, rotor speed = 40 revolutions per minute (rpm), and mixing time = 10 minutes. The obtained compounds were subsequently mixed at high temperature (140°C) for 6 minutes to promote silanization reaction between silica and TESPT in the case of silica-filled system. The compounds were finally mixed with curatives in the third step using the same mixing conditions as in the first mixing step, except that the mixing time was reduced to 3 minutes. The compounds were sheeted on a two-roll mill (Labtech LRM150, Thailand) immediately after mixing and kept overnight prior to testing.

Table 2: Compound formulations.

Ingredient
SBR/BR blend ratio

100/0
90/10
80/20
70/30
0/100

SBR (6450SL or 1723)
137.5
123.75
110
96.25
0

BR
0
10
20
30
100

ZnO
3
3
3
3
3

Stearic acid
2
2
2
2
2

6PPD
1.5
1.5
1.5
1.5
1.5

TMQ
1
1
1
1
1

Paraffin wax
2
2
2
2
2

Filler (CB or Silica)
80
80
80
80
80

8
8
8
8
8

TDAE
10
13.75
17.5
21.25
47.5

TBBS
1.2
1.2
1.2
1.2
1.2

TBzTD
0.2
0.2
0.2
0.2
0.2

Sulfur
2.2
2.2
2.2
2.2
2.2

was added only in silica-filled system. oil content was kept constant at 47.5 phr for all compounds.

Mooney viscosity (ML1 + 4 @ 100°C) was measured by means of a Mooney viscometer (TechPro viscTECH+, USA) according to ISO 289-1. Optimum cure time (90) of the compounds was determined using a moving die rheometer (TechPro MD+, USA) at 160°C as per ISO 6502. Bound rubber content (BRC), an indicator of rubber-filler interaction, was measured by extracting the compounds with toluene at room temperature for 7 days. After filtration, the rubber-filler gel was completely dried in an oven at 70°C for 24 hours and weighed. The BRC was then calculated using

where is the weight of rubber-filler gel, is the test specimen weight, is the weight fraction of filler, and is the weight fraction of polymer in the rubber compound, respectively.

Magnitude of filler-filler interaction, widely known as Payne effect, was evaluated using a Rubber Process Analyzer (RPA 2000; Alpha Technologies, USA) under strain sweep test varying from 0.56% to 100% at 100°C and 1.7 Hz. Storage modulus () of the unvulcanized rubber compound was measured and the difference in at low (0.56%) and high (100%) strains () was used to represent the magnitude of filler-filler interaction. Hardness measurement was carried out using a Shore A durometer (Wallace, UK) in accordance with ISO 7619-1. Tensile and tear tests were performed on a universal testing machine (Instron 3366, USA) following ISO 37 (die type 1) and ISO 34 (method C), respectively. Abrasion resistance, represented in terms of volume loss, was determined using Akron-type abrasion tester (Gotech Model GT-7012-A, Taiwan) according to BS903 Part A9 (method B). Dynamic properties of the vulcanizates were measured in tension mode using a dynamic mechanical analyzer (Gabo, Eplexor 25N, Germany). The temperature sweep test was performed; that is, the temperature was scanned from −60 to 80°C at 2°C/min under static strain, dynamic strain, and frequency of 1%, 0.15%, and 10 Hz, respectively. Swelling ratio () was measured to indicate indirectly a magnitude of crosslink density. The test specimens were immersed in toluene at room temperature for 7 days. The swollen specimens were then blotted quickly with filter paper and finally weighed. Swelling ratio can be calculated from

where and represent the weights of unswollen and swollen test specimens, respectively.

3. Results and Discussion

Mooney viscosities of the rubber compounds having different blend ratios are shown in Figure 1. Obviously, compound viscosity decreases with increasing BR content in the blends because BR used in this work has lower viscosity than E-SBR and S-SBR, respectively. At any given blend ratio, S-SBR/BR blends show slightly higher viscosity than E-SBR/BR blends which is attributed to the higher initial viscosity of S-SBR.

Figure 1: Mooney viscosity of the rubber compounds.

Results from MDR given in Figure 2 disclose the reduction of optimum cure time with increasing BR content in the blends. Explanation is given by the greater amount of double bonds in BR. Similar result has also been reported elsewhere [11]. Compared with E-SBR, S-SBR gives shorter cure time possibly due to the higher 1,2-vinyl content of S-SBR because it is accepted that vinyl configuration of butadiene is more reactive than other configurations [5]. Results also elucidate that silica-filled compounds have longer cure time than CB-filled compounds. The cure retardation of silica is not beyond expectation because silica has very low thermal conductivity and the silanol groups on its surface can adsorb zinc complex and basic curatives necessary for sulfur vulcanization.

Figure 2: Cure time of the rubber compounds.

The relationship between BRC and blend ratio of the rubber compounds filled with CB and silica is depicted in Figure 3. For CB-filled system, BRC does not change significantly with increasing BR content. In addition, SBR type seems to have little effect on BRC in this reinforcing system. Since BRC is directly related to the magnitude of rubber-filler interaction, the results indicate that all rubber types employed in this study (E-SBR, S-SBR, and BR) have relatively good interaction with carbon black, possibly due to their matching polarity. Different results are found in silica-filled system in which S-SBR gives the highest magnitude of rubber-silica interaction (~52% BRC) whereas E-SBR gives the lowest (~22% BRC). The highest magnitude of rubber-silica interaction found in S-SBR arises from the higher reactivity of 1,2-vinyl groups in S-SBR towards silanization reaction. At sufficiently high mixing temperature, the alkoxy groups of TESPT could chemically react with hydroxyl groups on silica surface and the organogroups of TESPT could chemically react with the butadiene, particularly at the 1,2-vinyl groups in S-SBR leading to a greater magnitude of rubber-filler interaction. Despite the greater amount of double bonds, BR has slightly lower magnitude of rubber-silica interaction (~45% BRC) than S-SBR. This is attributed to the molecular configuration of BR as more than 97% of butadiene monomers are connected in cis-form which is less reactive than 1,2-vinyl form. Due to the lack of 1,2-vinyl form, the interaction between E-SBR and silica is relatively poor. Due to the dilution effect, S-SBR/BR blends exhibit a decreasing trend of BRC with increasing BR content whereas E-SBR/BR blends show the opposite trend.

Figure 3: Bound rubber content (BRC) of the rubber compounds.

Figure 4 illustrates the magnitude of filler-filler interaction or Payne effect () as a function of blend ratio of various rubber compounds. As Payne effects of BR and E-SBR are not significantly different both in CB-filled and in silica-filled systems, Payne effects of the E-SBR/BR blends therefore do not change with increasing BR content in both systems. However, for S-SBR which has higher Payne effect than BR, Payne effect tends to reduce with increasing BR content, particularly obvious in the silica-filled system. The results also clearly show that, with proper treatment of silica surface with TESPT, silica can give considerably lower filler-filler interaction than CB.

Figure 4: Payne effect of the rubber compounds.

Mechanical properties such as hardness, 100% modulus (), tensile strength, and tear strength of the rubber vulcanizates are listed in Table 3. Regardless of the reinforcing system, BR has poorer mechanical properties than E-SBR and S-SBR and, thus, mechanical properties of the blends decrease continuously with increasing BR content. Similar observation was also reported elsewhere [11]. Obviously, at any given blend ratio, both E-SBR/BR and S-SBR/BR blends show comparable hardness, modulus, tensile strength, and tear strengths in the CB-filled system. This could be explained by the insignificant difference in rubber-filler interaction for this system (see also Figure 3). However, in the silica-filled system in which S-SBR possesses significantly greater rubber-filler interaction than E-SBR, S-SBR and its blends show significantly higher hardness and modulus than E-SBR counterparts. Interestingly, both tensile strength and tear strength of silica-filled E-SBR/BR and S-SBR/BR blends are not significantly different when compared at the same blend ratio. The results imply that magnitude of rubber-filler interaction strongly affects modulus and hardness and has minor effect on strengths of the rubber vulcanizates in this work. The results also reveal that the silica-filled system gives higher modulus than the CB-filled system. The combined effects of greater rubber-filler interaction and higher crosslink density caused by the released sulfur from TESPT, as indicated by the lower swelling ratio in Figure 5, are used to explain the results.

Table 3: Hardness, modulus, tensile strength and tear strength of the rubber vulcanizates.

Blend ratio
CB-filled system
Silica-filled system

Hardness
(Shore A)
Tensile strength
(MPa)

(MPa)
Tear strength
(N/mm)
Hardness
(Shore A)
Tensile strength
(MPa)

(MPa)
Tear strength
(N/mm)

S-SBR/BR

    100/0

    90/10

    80/20

    70/30

E-SBR/BR

    100/0

    90/10

    80/20

    70/30

Pure BR

    0/100

Figure 5: Dependence of swelling ratio on SBR/BR blend ratio.

Figure 6 depicts the dependence of abrasion resistance on rubber blend ratio and SBR type. As expected, BR shows the highest abrasion resistance as confirmed by its lowest volume loss both in CB-filled and in silica-filled systems. It is also found that S-SBR gives superior abrasion resistance than E-SBR which is particularly obvious in the silica-filled system due to the greater rubber-filler interaction and higher crosslink density as previously discussed. Surprisingly, the improvement of abrasion resistance with increasing BR content is found only in the CB-filed E-SBR system which is in good accordance with the work previously reported by Karak and Gupta [11]. However, the unexpected deterioration of abrasion resistance with increasing BR content is found in the other systems. Such deterioration could be explained by the reductions of hardness and tear strength with increasing BR content which override the dilution effect. Obviously, at any given blend ratio, the CB-filled system gives noticeably higher abrasion resistance than the silica-filled system. The stronger filler-filler network is thought to be the reason for such finding.

Figure 6: Effect of SBR/BR blend ratio on abrasion resistance.

The curves of as a function of temperature of the rubber vulcanizates are shown in Figure 7. Generally, glass transition temperature () is defined as the temperature at peak. As of BR is below −60°C, only values of E-SBR and S-SBR are observed at −32.7°C and −15°C, respectively. The higher of S-SBR is attributed to the greater styrene and 1,2-vinyl contents in association with its higher crosslink density. Apparently, values of E-SBR/BR and S-SBR/BR blends decrease continuously with increasing BR content which could be attributed by the good compatibility between SBR and BR. Due to the dilution effect, the magnitude of peak at of SBR decreases with increasing BR content.

(a)

(b)

(c)

(d)

Figure 7: Dependence of on SBR/BR blend ratio of the rubber vulcanizates; (a) CB-filled S-SBR/BR, (b) SiO₂-filled S-SBR/BR, (c) CB-filled E-SBR/BR, and (d) SiO₂-filled E-SBR/BR.

In tire industry, the values of at 0°C and 60°C are, respectively, used to indicate wet grip efficiency and rolling resistance of a tread compound. Since the test temperature employed in this study is far above of BR, thus, BR molecules are in the rubbery zone throughout the test temperature range leading to the relatively low values at both 0°C and 60°C. The BR compounds therefore show the poorest wet grip efficiency with the lowest rolling resistance (implying the best fuel consumption efficiency). Because S-SBR has significantly higher than E-SBR and, at 0°C, value of S-SBR is at the peak shoulder whereas that of E-SBR is at the base of the curves, S-SBR therefore gives remarkably higher wet grip efficiency than E-SBR. Table 4 summarizes the values at 0°C and 60°C of the blends as extracted from Figure 7. As expected, the results reveal the reduction of wet grip efficiency ( at 0°C) of the blends with increasing BR content, regardless of SBR or filler types. Also, shown in Table 4, silica gives apparently better wet grip efficiency than CB which is in good accordance with other works [8, 18, 19].

Table 4: Values of at 0°C and 60°C of the rubber vulcanizates.

Blend ratio

Carbon black
Silica

0°C
60°C
0°C
60°C

S-SBR/BR

    100/0
0.381
0.153
0.538
0.105

    90/10
0.316
0.149
0.441
0.105

    80/20
0.275
0.143
0.341
0.103

    70/30
0.230
0.140
0.286
0.103

E-SBR/BR

    100/0
0.206
0.160
0.237
0.112

    90/10
0.205
0.157
0.218
0.110

    80/20
0.187
0.151
0.203
0.106

    70/30
0.181
0.151
0.196
0.105

Pure BR

    0/100
0.165
0.130
0.147
0.093

Results in Table 4 also show that rolling resistance of SBR/BR blends decreases with the increase of BR content in both CB-filled and silica-filled systems. At any given blend ratio, S-SBR/BR exhibits slightly lower rolling resistance than E-SBR/BR, possibly due to the greater rubber-filler interaction and higher crosslink density. Evidently, silica gives significantly lower rolling resistance than CB. Again, the greater rubber-filler interaction, higher crosslink density, and lower filler-filler interaction are the possible explanations.

4. Conclusions

Increasing BR content in SBR/BR blends not only causes impairments of most mechanical properties such as strengths, modulus, and hardness but also leads to the reduced wet grip efficiency. The increase of BR content, however, provides the tread with improved rolling resistance and thus better fuel consumption efficiency. Surprisingly, improvement of abrasion resistance with increasing BR content is found only in CB-filled E-SBR compounds whereas opposite result is observed in the others. Compared with E-SBR, S-SBR exhibits comparable tensile and tear strengths with greatly improved tire performance, that is, higher wet grip efficiency, lower rolling resistance, and greater abrasion resistance. The use of silica in place of CB not only noticeably improves modulus but also results in a greater wet grip efficiency and lower rolling resistance. This phenomenon is more pronounced in S-SBR and its blends because S-SBR can form stronger interaction with silica via TESPT as compared with E-SBR. Nevertheless, the use of CB offers longer service life of tread because CB gives greater abrasion resistance than silica. The results imply that, to achieve balanced tire performance, S-SBR should be selected and the reinforcement by CB/silica hybrid filler is recommended.

Conflicts of Interest

The authors declare that they have no conflicts of interest.

Acknowledgments

The authors gratefully acknowledge the financial support from The Thailand Research Fund (TRF), Contract no. RDG 5750015.

References

S. S. Choi, J. C. Kim, J. E. Ko, Y. S. Cho, and W. G. Shin, “Influence of coupling agent on properties of carbon black-reinforced SBR and NR/BR vulcanizaties,” Journal Industrial and Engineering Chemistry, vol. 13, no. 6, p. 1017, 2007.

L. González, A. Rodríguez, J. L. De Benito, and A. Marcos, “A new carbon black-rubber coupling agent to improve wet grip and rolling resistance of tires,” Rubber Chemistry and Technology, vol. 69, no. 2, pp. 266–272, 1996.

L. A. E. M. Reuvekamp, J. W. Ten Brinke, P. J. Van Swaaij, and J. W. M. Noordermeer, “Reaction of TESPT silane coupling agent during mixing with silica filler and tire rubber; Effects of mixing conditions,” Kautsch Gummi Kunstst, vol. 55, p. 41, 2002.

E. Cichomski, W. K. Dierkes, J. W. M. Noordermeer, T. V. Tolpekina, and S. Schultz, Influence of Physical and Chemical Polymer-Filler Bonds on Wet Skid Resistance and Related Properties of Passenger Car Tire Treads, Deutsche Kautschuk-Tagung DKT, Nurnberg, Germany, 2012.

H.-G. Lee, H.-S. Kim, S.-T. Cho, I.-T. Jung, and C.-T. Cho, “Characterization of solution styrene butadiene rubber (SBR) through the evaluation of static and dynamic mechanical properties and fatigue in silica-filled compound,” Asian Journal of Chemistry, vol. 25, no. 9, pp. 5251–5256, 2013.

K. Inagaki, M. Hayashi, and A. Imai, “Development of the solution SBRs for high-performance tire,” R&D report of Sumitomo Kagaku, 2004.

X. Liu, S. Zhao, X. Zhang, X. Li, and Y. Bai, “Preparation, structure, and properties of solution-polymerized styrene-butadiene rubber with functionalized end-groups and its silica-filled composites,” Polymer (United Kingdom), vol. 55, no. 8, pp. 1964–1976, 2014.

Y.-X. Wang, Y.-P. Wu, W.-J. Li, and L.-Q. Zhang, “Influence of filler type on wet skid resistance of SSBR/BR composites: Effects from roughness and micro-hardness of rubber surface,” Applied Surface Science, vol. 257, no. 6, pp. 2058–2065, 2011.

Y.-X. Wang, J.-H. Ma, L.-Q. Zhang, and Y.-P. Wu, “Revisiting the correlations between wet skid resistance and viscoelasticity of rubber composites via comparing carbon black and silica fillers,” Polymer Testing, vol. 30, no. 5, pp. 557–562, 2011.

M. Shiva and H. Atashi, “Failure optimization and curing properties of passenger tire tread compound,” Iranian Journal of Science and Technology, vol. 23, p. 187, 2010.

N. Karak and B. R. Gupta, “Effects of different ingredients and cure parameters on physical properties of a tyre tread compound,” Kautsch Gummi Kunstst, vol. 53, no. 30, pp. 30–34, 2000.

F. Saeed, A. Ansarifar, R. J. Ellis, Y. Haile-Meskel, and M. S. Irfan, “Two advanced styrene-butadiene/polybutadiene rubber blends filled with a silanized silica nanofiller for potential use in passenger car tire tread compound,” Journal of Applied Polymer Science, vol. 123, no. 3, pp. 1518–1529, 2012.

Y. Saito, “New polymer development for low rolling resistance tyres,” Kautsch Gummi Kunstst, vol. 30, no. 1, p. 39, 1986.

G. Heinrich, “The dynamics of tire tread compounds and their relationship to wet skid behaviour,” Progress in Colloid & Polymer Science, vol. 90, p. 16, 1992.

H. Takino, R. Nakayama, Y. Yamada, S. Kohjiya, and T. Matsuo, “Viscoelastic properties of elastomers and tire wet skid resistance,” Rubber Chemistry and Technology, vol. 70, no. 4, pp. 584–594, 1997.

R. Zafarmehrabian, S. T. Gangali, M. H. R. Ghoreishy, and M. Davallu, “The effects of silica/carbon black ratio on the dynamic properties of the tread compounds in truck tires,” E-Journal of Chemistry, vol. 9, no. 3, pp. 1102–1112, 2012.

J. Y. Ko, K. Prakashan, and J. K. Kim, “New silane coupling agents for silica tire tread compounds,” Journal of Elastomers and Plastics, vol. 44, no. 6, pp. 549–562, 2012.

C. M. Flanigan, L. Beyer, D. Klekamp, D. Rohweder, B. Stuck, and E. R. Terrill, “Comparative study of silica, carbon black and novel fillers in tread compounds,” Rubber's World, vol. 245, no. 5, pp. 18–31, 2012.

A. Le Gal, L. Guy, G. Orange, Y. Bomal, and M. Klüppel, “Modelling of sliding friction for carbon black and silica filled elastomers on road tracks,” Wear, vol. 264, no. 7-8, pp. 606–615, 2008.