THE USE OF GRAPHENE IN THE MODIFICATION OF BITUMEN: A LITERATURE REVIEW

Abstract

In recent years, nanomaterials in bitumen modification have become widespread due to their superior properties. Graphene and its derivatives are prominent examples of this. Therefore, this review study was conducted to evaluate the effect of graphene on bitumen in detail. Accordingly, by examining the literature studies, general information about graphene and its derivatives was given, and the preparation conditions of graphene-modified bitumen were evaluated. Then, the effect of graphene on the physical and rheological properties of bitumen was investigated. In addition, the effect of graphene modification on the performance of asphalt mixtures and the use of graphene in composite modification was investigated. As a result, it was determined that graphene improves the high-temperature performance of bitumen, but its effect on the lowtemperature and fatigue performance of bitumen is mostly negligible. In addition, it has been determined that graphene increases the rutting resistance of bituminous mixtures and positively affects the cracking resistance of bituminous mixtures in general.

Keywords

• Bitumen
• Bitumen modification
• Nanomaterials
• Graphene
• Rutting

Grafenin Bitüm Modifikasyonunda Kullanımı: Bir Literatür Araştırması

Abstract

Son yıllarda bitüm modifikasyonunda üstün özelliklerinden dolayı nano malzemelerin kullanımı yaygınlaşmıştır. Grafen ve türevleri bunun belirgin örneklerindendir. Bu nedenle, grafenin bitüm üzerindeki etkisini detaylı bir şekilde değerlendirmek için bu derleme çalışması yapılmıştır. Bu doğrultuda, literatürdeki çalışmalar incelenerek ilk olarak grafen ve türevleri hakkında genel bilgiler verilmiş ve grafen modifiyeli bitümlerin hazırlanma koşulları değerlendirilmiştir. Ardından, grafenin bitümün fiziksel ve reolojik özellikleri üzerindeki etkisi incelenmiştir.Buna ilaveten, grafen modifikasyonun asfalt karışımların performansı üzerindeki etkisi ve kompozit modifikasyonda grafen kullanımı araştırılmıştır. Sonuç olarak, grafenin bitümün yüksek sıcaklık performansını geliştirdiği ancak bitümün düşük sıcaklık ve yorulma performansı üzerindeki etkisinin çoğunlukla ihmal edilebilir düzeyde olduğu belirlenmiştir. Ayrıca, grafenin bitümlü karışımların tekerlek izi direncini geliştirdiği ve bitümlü karışımların çatlama direnci üzerinde genel olarak olumlu bir etki gösterdiği belirlenmiştir.

Keywords

• Bitüm
• Bitüm modifikasyonu
• Nanomalzemeler
• Grafen
• Tekerlek izi

References

1. Adnan, A. M., Luo, X., Lü, C., Wang, J. and Huang, Z. (2020) Improving mechanics behavior of hot mix asphalt using graphene-oxide, Construction and Building Materials, 254, 119261. doi:10.1016/j.conbuildmat.2020.119261
2. Adnan, A. M., Luo, X., Lü, C., Wang, J. and Huang, Z. (2022a) Physical properties of graphene-oxide modified asphalt and performance analysis of its mixtures using response surface methodology, International Journal of Pavement Engineering, 23(5), 1378-1392. doi:10.1080/10298436.2020.1804061
3. Adnan, A. M., Lü, C., Luo, X. and Wang, J. (2021a) High-Temperature Rheological Characteristics of Asphalt Binder Incorporated with Graphene Oxide and Predicting Its Rutting Potential Using Response Surface Method, Journal of Materials in Civil Engineering, 33(11), 04021331. doi:10.1061/(ASCE)MT.1943-5533.0003957
4. Adnan, A. M., Lü, C., Luo, X. and Wang, J. (2021b) Impact of Graphene Oxide on Zero Shear Viscosity, Fatigue Life and Low-Temperature Properties of Asphalt Binder, Materials, 14(11), 3073. doi:10.3390/ma14113073
5. Adnan, A. M., Lü, C., Luo, X. and Wang, J. (2023) Fatigue performance of graphene oxide modified asphalt mixture: experimental investigation and response surface methodology, Petroleum Science and Technology, 1-18. doi:10.1080/10916466.2023.2175854
6. Adnan, A. M., Lü, C., Luo, X., Wang, J. and Liu, G. (2022b) Fracture properties and potential of asphalt mixtures containing graphene oxide at low and intermediate temperatures, International Journal of Pavement Engineering, 1-17. doi:10.1080/10298436.2021.2020268
7. Ahmad Nazki, M., Chopra, T. and Chandrappa, A. K. (2020) Rheological properties and thermal conductivity of bitumen binders modified with graphene, Construction and Building Materials, 238, 117693. doi:10.1016/j.conbuildmat.2019.117693
8. Akbari, M., Shahryari, E., Hamedipour, A. M. and Shafabakhsh, G. (2023) Laboratory Investigation on the Rutting and Fracture Resistance of Hot-Mix Asphalt Containing Nanographene Oxide, Journal of Materials in Civil Engineering, 35(3), 04022483. doi:10.1061/(ASCE)MT.1943-5533.0004660

9. ASTM D6373-15. (2015). Standard Specification for Performance-Graded Asphalt Binder, ASTM International, West Conshohocken, PA.
10. Bedeloğlu, A. and Mahmut, T. (2016) Grafen ve grafen üretim yöntemleri, Afyon Kocatepe Üniversitesi Fen ve Mühendislik Bilimleri Dergisi, 16(3), 544-554. doi:10.5578/fmbd.32173
11. Bozdemir, M. G., Oruc, S. and Yesilcicek, H. (2023) Physical and Microstructural Properties of New Boron Resin Compound Synthesized Asphalt, Journal of Materials in Civil Engineering, 35(2), 04022426. doi:10.1061/(ASCE)MT.1943-5533.0004611
12. Chen, Y., Wang, Q., Li, Z. and Ding, S. (2020) Rhysiological properties of graphene nanoplatelets/rubber crowd composite modified asphalt, Construction and Building Materials, 261, 120505. doi:10.1016/j.conbuildmat.2020.120505
13. Chen, Z., Li, X., Xie, J., Pei, J., Wang, C. and Li, R. (2021) Preparation and performance characteristics of reduced graphene oxide modified asphalt, Materials Express, 11(9), 1579-1586. doi:10.1166/mex.2021.2046
14. Duan, S., Li, J., Muhammad, Y., Su, Z., Meng, F., Yang, H. and Yao, X. (2019) Synthesis and evaluation of high-temperature properties of butylated graphene oxide composite incorporated SBS (C4H9-GO/SBS)-modified asphalt, Journal of Applied Polymer Science, 136(46), 48231. doi:10.1002/app.48231
15. Eisa, M. S., Mohamady, A., Basiouny, M. E., Abdulhamid, A. and Kim, J. R. (2021) Laboratory Evaluation of Mechanical Properties of Modified Asphalt and Mixture Using Graphene Platelets (GnPs), Materials, 14(19), 5599. doi:10.3390/ma14195599
16. Enieb, M., Cengizhan, A., Karahancer, S. and Eltwati, A. (2023) Evaluation Of Physical-Rheological Properties of Nano Titanium Dioxide Modified Asphalt Binder and Rutting Resistance of Modified Mixture, International Journal of Pavement Research and Technology, 16(2), 285-303. doi:10.1007/s42947-021-00131-0
17. Erkuş, Y., Kök, B. V. and Yilmaz, M. (2020) Evaluation of performance and productivity of bitumen modified by three different additives, Construction and Building Materials, 261, 120553. doi:10.1016/j.conbuildmat.2020.120553
18. Fang, C., Yu, X., Yu, R., Liu, P. and Qiao, X. (2016) Preparation and properties of isocyanate and nano particles composite modified asphalt, Construction and Building Materials, 119, 113-118. doi:10.1016/j.conbuildmat.2016.04.099
19. Feitosa, J. P. M., de Alencar, A. E. V., Filho, N. W., de Souza, J. R. R., Castelo Branco, V. T. F., Soares, J. B., Soares, S. A. and Ricardo, N. M. P. S. (2016) Evaluation of sun-oxidized carnauba wax as warm mix asphalt additive, Construction and Building Materials, 115, 294-298. doi:10.1016/j.conbuildmat.2016.03.219
20. Feng, Z.-g., Rao, W.-y., Chen, C., Tian, B., Li, X.-j., Li, P.-l. and Guo, Q.-l. (2016) Performance evaluation of bitumen modified with pyrolysis carbon black made from waste tyres, Construction and Building Materials, 111, 495-501. doi:10.1016/j.conbuildmat.2016.02.143
21. Gao, Y., Xie, Y., Liao, M., Li, Y., Zhu, J. and Tian, W. (2023) Study on the mechanism of the effect of graphene on the rheological properties of rubber-modified asphalt based on size effect, Construction and Building Materials, 364, 129815. doi:10.1016/j.conbuildmat.2022.129815
22. Gerstner, E. (2010) Nobel prize 2010: Andre geim & konstantin novoselov, Nature Physics, 6(11), 836-836.
23. Gholampour, A., Valizadeh Kiamahalleh, M., Tran, D. N. H., Ozbakkaloglu, T. and Losic, D. (2017) From Graphene Oxide to Reduced Graphene Oxide: Impact on the Physiochemical and Mechanical Properties of Graphene–Cement Composites, ACS Applied Materials & Interfaces, 9(49), 43275-43286. doi:10.1021/acsami.7b16736
24. Gong, M., Yang, J., Yao, H., Wang, M., Niu, X. and Haddock, J. E. (2018) Investigating the performance, chemical, and microstructure properties of carbon nanotube-modified asphalt binder, Road Materials and Pavement Design, 19(7), 1499-1522. doi:10.1080/14680629.2017.1323661
25. Guo, R., Tang, J., Gu, J., Guo, G. and Feng, X. (2022) Analysis on the road performance of graphene composite rubber asphalt and its mixture, Case Studies in Construction Materials, 17, e01664. doi:10.1016/j.cscm.2022.e01664
26. Guo, T., Fu, H., Wang, C., Chen, H., Chen, Q., Wang, Q., Chen, Y., Li, Z. and Chen, A. (2021) Road Performance and Emission Reduction Effect of Graphene/Tourmaline-Composite-Modified Asphalt, Sustainability, 13(16), 8932. doi:10.3390/su13168932
27. Guo, T., Wang, C., Chen, H., Li, Z., Chen, Q., Han, A., Jiang, D. and Wang, Z. (2019) Rheological properties of graphene/tourmaline composite modified asphalt, Petroleum Science and Technology, 37(21), 2190-2198. doi:10.1080/10916466.2019.1624375
28. Han, M., Li, J., Muhammad, Y., Hou, D., Zhang, F., Yin, Y. and Duan, S. (2018a) Effect of polystyrene grafted graphene nanoplatelets on the physical and chemical properties of asphalt binder, Construction and Building Materials, 174, 108-119. doi:10.1016/j.conbuildmat.2018.04.082
29. Han, M., Li, J., Muhammad, Y., Yin, Y., Yang, J., Yang, S. and Duan, S. (2018b) Studies on the secondary modification of SBS modified asphalt by the application of octadecyl amine grafted graphene nanoplatelets as modifier, Diamond and Related Materials, 89, 140-150. doi:10.1016/j.diamond.2018.08.011
30. Hu, K., Yu, C., Yang, Q., Li, Z., Zhang, W., Zhang, T. and Feng, Y. (2022) Mechanistic study of graphene reinforcement of rheological performance of recycled polyethylene modified asphalt: A new observation from molecular dynamics simulation, Construction and Building Materials, 320, 126263. doi:10.1016/j.conbuildmat.2021.126263
31. Huang, J., Liu, Y., Muhammad, Y., Li, J. Q., Ye, Y., Li, J., Li, Z. and Pei, R. (2022) Effect of glutaraldehyde-chitosan crosslinked graphene oxide on high temperature properties of SBS modified asphalt, Construction and Building Materials, 357, 129387. doi:10.1016/j.conbuildmat.2022.129387
32. Jiang, S., Fang, G., Zheng, Q. and Chen, Q. (2022) Impacts of Graphene Oxide on the Physical Property and Microstructure of Asphalt Material, Advances in Materials Science and Engineering, 2022, doi:10.1155/2022/1039061
33. Jiangmiao, Y., Nikun, Y., Huayang, Y., Shekhovtsova, S. and Korolev, E. (2020) Comparative analysis of rheological properties and modification mechanism of SBS-graphene composite modified binder, Research and Application of Materials Science, 2(1), doi:10.33142/msra.v2i1.2023
34. Khattak, M. J., Khattab, A., Rizvi, H. R. and Zhang, P. (2012) The impact of carbon nanofiber modification on asphalt binder rheology, Construction and Building Materials, 30, 257-264. doi:10.1016/j.conbuildmat.2011.12.022
35. Kumandaş, A., Çavdar, E., Oruç, Ş., Pancar, E. B. and Kök, B. V. (2022) Effect of WCO addition on high and low-temperature performance of RET modified bitumen, Construction and Building Materials, 323, 126561. doi:10.1016/j.conbuildmat.2022.126561
36. Le, J.-L., Marasteanu, M. O. and Turos, M. (2020) Mechanical and compaction properties of graphite nanoplatelet-modified asphalt binders and mixtures, Road Materials and Pavement Design, 21(7), 1799-1814. doi:10.1080/14680629.2019.1567376
37. Li, B., Liu, P., Zhao, Y., Li, X. and Cao, G. (2023) Effect of graphene oxide in different phases on the high temperature rheological properties of asphalt based on grey relational and principal component analysis, Construction and Building Materials, 362, 129714. doi:10.1016/j.conbuildmat.2022.129714
38. Li, J., Duan, S., Muhammad, Y., Yang, J., Meng, F., Zhu, Z. and Liu, Y. (2020) Microwave assisted fabrication of polymethyl methacrylate-graphene composite nanoparticles applied for the preparation of SBS modified asphalt with enhanced high temperature performance, Polymer Testing, 85, 106388. doi:10.1016/j.polymertesting.2020.106388
39. Li, J., Han, M., Muhammad, Y., Liu, Y., Yang, S., Duan, S., Huang, W. and Zhao, Z. (2018a) Comparative analysis, road performance and mechanism of modification of polystyrene graphene nanoplatelets (PS-GNPs) and octadecyl amine graphene nanoplatelets (ODA-GNPs) modified SBS incorporated asphalt binders, Construction and Building Materials, 193, 501-517. doi:10.1016/j.conbuildmat.2018.10.210
40. Li, S., Xu, W., Zhang, F. and Wu, H. (2022a) A study on the rheological properties and modification mechanism of graphene oxide/polyurethane/SBS-modified asphalt, PLOS ONE, 17(3), e0262467. doi:10.1371/journal.pone.0262467
41. Li, S., Xu, W., Zhang, F., Wu, H. and Ge, Q. (2022b) Effect of Graphene Oxide on Aging Properties of Polyurethane-SBS Modified Asphalt and Asphalt Mixture, Polymers, 14(17), 3496. doi:10.3390/polym14173496
42. Li, S., Xu, W., Zhang, F., Wu, H. and Zhao, P. (2022c) Effect of Graphene Oxide on the Low-Temperature Crack Resistance of Polyurethane–SBS-Modified Asphalt and Asphalt Mixtures, Polymers, 14(3), 453. doi:10.3390/polym14030453
43. Li, X., Wang, Y.-M., Wu, Y.-L., Wang, H.-R., Chen, M., Sun, H.-D. and Fan, L. (2021a) Properties and modification mechanism of asphalt with graphene as modifier, Construction and Building Materials, 272, 121919. doi:10.1016/j.conbuildmat.2020.121919
44. Li, Y., Wu, S. and Amirkhanian, S. (2018b) Investigation of the graphene oxide and asphalt interaction and its effect on asphalt pavement performance, Construction and Building Materials, 165, 572-584. doi:10.1016/j.conbuildmat.2018.01.068
45. Li, Z., Chen, W., Li, Y., Liu, H., Zhao, Z. and Cao, L. (2022d) Characteristic Evolution of GO/SBS-Modified Asphalt during Aging, Advances in Civil Engineering, 2022, 4060013. doi:10.1155/2022/4060013
46. Li, Z., Guo, T., Chen, Y., Dong, L., Chen, Q., Hao, M., Zhao, X. and Liu, J. (2022e) Study on Rheological Properties of Graphene Oxide/Rubber Crowd Composite-Modified Asphalt, Materials, 15(18), 6185. doi:10.3390/ma15186185
47. Li, Z., Yu, X., Liang, Y. and Wu, S. (2021b) Carbon Nanomaterials for Enhancing the Thermal, Physical and Rheological Properties of Asphalt Binders, Materials, 14(10), 2585. doi:10.3390/ma14102585
48. Liao, M., Gao, Y., Xie, Y., Zhu, J., Li, Z., Tian, W. and Zhu, Z. (2022) Investigation on the anti-aging properties enhancement mechanism of graphene on RA based on size effect, Case Studies in Construction Materials, 17, e01634. doi:10.1016/j.cscm.2022.e01634
49. Lin, M., Wang, Z. L., Yang, P. W. and Li, P. (2019) Micro- structure and rheological properties of graphene oxide rubber asphalt, Nanotechnology Reviews, 8(1), 227-235. doi:10.1515/ntrev-2019-0021
50. Liu, J., Hao, P., Dou, Z., Wang, J. and Ma, L. (2021a) Rheological, healing and microstructural properties of unmodified and crumb rubber modified asphalt incorporated with graphene/carbon black composite, Construction and Building Materials, 305, 124512. doi:10.1016/j.conbuildmat.2021.124512
51. Liu, J., Hao, P., Jiang, W. and Sun, B. (2021b) Rheological properties of SBS modified asphalt incorporated polyvinylpyrrolidone stabilized graphene nanoplatelets, Construction and Building Materials, 298, 123850. doi:10.1016/j.conbuildmat.2021.123850
52. Liu, J., Hao, P., Sun, B., Li, Y. and Wang, Y. (2022) Rheological Properties and Mechanism of Asphalt Modified with Polypropylene and Graphene and Carbon Black Composites, Journal of Materials in Civil Engineering, 34(12), 04022343. doi:10.1061/(ASCE)MT.1943-5533.0004513
53. Liu, K., Zhang, K. and Shi, X. (2018a) Performance evaluation and modification mechanism analysis of asphalt binders modified by graphene oxide, Construction and Building Materials, 163, 880-889. doi:10.1016/j.conbuildmat.2017.12.171
54. Liu, K., Zhang, K., Wu, J., Muhunthan, B. and Shi, X. (2018b) Evaluation of mechanical performance and modification mechanism of asphalt modified with graphene oxide and warm mix additives, Journal of Cleaner Production, 193, 87-96. doi:10.1016/j.jclepro.2018.05.040
55. Liu, K., Zhu, J., Zhang, K., Wu, J., Yin, J. and Shi, X. (2019) Effects of mixing sequence on mechanical properties of graphene oxide and warm mix additive composite modified asphalt binder, Construction and Building Materials, 217, 301-309. doi:10.1016/j.conbuildmat.2019.05.073
56. Liu, Z., Gu, X., Dong, X., Cui, B. and Hu, D. (2023) Mechanism and performance of graphene modified asphalt: An experimental approach combined with molecular dynamic simulations, Case Studies in Construction Materials, 18, e01749. doi:10.1016/j.cscm.2022.e01749
57. Lu, Y., Shi, N., Wang, M., Wang, X., Yin, L., Xu, Q. and Zhao, P. (2022) Research on the Preparation of Graphene Quantum Dots/SBS Composite-Modified Asphalt and Its Application Performance, Coatings, 12(4), 515. doi:10.3390/coatings12040515
58. Mohd Hasan, M. R., Colbert, B., You, Z., Jamshidi, A., Heiden, P. A. and Hamzah, M. O. (2016) A simple treatment of electronic-waste plastics to produce asphalt binder additives with improved properties, Construction and Building Materials, 110, 79-88. doi:10.1016/j.conbuildmat.2016.02.017
59. Moreno-Navarro, F., Sol-Sánchez, M., Gámiz, F. and Rubio-Gámez, M. C. (2018) Mechanical and thermal properties of graphene modified asphalt binders, Construction and Building Materials, 180, 265-274. doi:10.1016/j.conbuildmat.2018.05.259
60. Naskar, M., Reddy, K. S., Chaki, T. K., Divya, M. K. and Deshpande, A. P. (2013) Effect of ageing on different modified bituminous binders: comparison between RTFOT and radiation ageing, Materials and Structures, 46(7), 1227-1241. doi:10.1617/s11527-012-9966-3
61. Navarro, F. J., Partal, P., García-Morales, M., Martín-Alfonso, M. J., Martínez-Boza, F., Gallegos, C., Bordado, J. C. M. and Diogo, A. C. (2009) Bitumen modification with reactive and non-reactive (virgin and recycled) polymers: A comparative analysis, Journal of Industrial and Engineering Chemistry, 15(4), 458-464. doi:10.1016/j.jiec.2009.01.003
62. Oladunjoye, O. O., Oyedepo, O. J., Olukanni, E. O. and Akande, S. P. (2021) Evaluation of Rheological Characteristics of Graphite Modified Bitumen, Journal of Civil Engineering and Urbanism, 11(5), doi:10.54203/jceu.2021.7
63. Oruç, Ş. and Yılmaz, B. (2016) Improvement in performance properties of asphalt using a novel boron-containing additive, Construction and Building Materials, 123, 207-213. doi:10.1016/j.conbuildmat.2016.07.003
64. Padhan, R. K. and Gupta, A. A. (2018) Preparation and evaluation of waste PET derived polyurethane polymer modified bitumen through in situ polymerization reaction, Construction and Building Materials, 158, 337-345. doi:10.1016/j.conbuildmat.2017.09.147
65. Polacco, G., Filippi, S., Paci, M., Giuliani, F. and Merusi, F. (2012) Structural and rheological characterization of wax modified bitumens, Fuel, 95, 407-416. doi:10.1016/j.fuel.2011.10.006
66. Polaczyk, P., Weaver, S. C., Ma, Y., Zhang, M., Jiang, X. and Huang, B. (2023) Laboratory investigation of graphene modified asphalt efficacy to pavement performance, Road Materials and Pavement Design, 24(sup1), 587-607. doi:10.1080/14680629.2023.2181013
67. Qian, H., Li, Y., Ding, R., Han, H., Zou, X., Zhang, Y. and Zhu, S. (2022) Rheological Properties and Anti-aging Performance of Graphene Oxide-Modified Bio-Asphalt, Advances in Materials Science and Engineering, 2022, 1886753. doi:10.1155/2022/1886753
68. Radic, S., Geitner, N. K., Podila, R., Käkinen, A., Chen, P., Ke, P. C. and Ding, F. (2013) Competitive binding of natural amphiphiles with graphene derivatives, Scientific Reports, 3(1), 2273. doi:10.1038/srep02273
69. Sahin, H., Leenaerts, O., Singh, S. K. and Peeters, F. M. (2015) Graphane, WIREs Computational Molecular Science, 5(3), 255-272. doi:10.1002/wcms.1216
70. Sengoz, B. and Isikyakar, G. (2008) Evaluation of the properties and microstructure of SBS and EVA polymer modified bitumen, Construction and Building Materials, 22(9), 1897-1905. doi:10.1016/j.conbuildmat.2007.07.013
71. Si, J., Wang, J., Li, Y., Ma, J., Ruan, W., Yu, X. and Jiang, R. (2023) Enhanced mechanical performances of epoxy asphalt adhesives modified by graphene oxide, Road Materials and Pavement Design, 24(4), 1050-1064. doi:10.1080/14680629.2022.2060124
72. Singh, B. B., Mohanty, F., Das, S. S. and Swain, S. K. (2020) Graphene sandwiched crumb rubber dispersed hot mix asphalt, Journal of Traffic and Transportation Engineering (English Edition), 7(5), 652-667. doi:10.1016/j.jtte.2019.02.003
73. Tabasi, E., Zarei, M., Alaei, H., Tarafdar, M., Alyousuf, F. Q. A. and Worya Khordehbinan, M. (2023) Evaluation of long-term fracture behavior of hot mix asphalt modified with Nano reduced graphene oxide (RGO) under freeze–thaw damage and aging conditions, Construction and Building Materials, 374, 130875. doi:10.1016/j.conbuildmat.2023.130875
74. Uygunoğlu, T. and Şimşek, B. (2019) Grafen Oksit Katkılı Harçların Mekanik, Fiziksel ve Elektriksel Özelliklerinin Araştırılması, Mühendislik Bilimleri ve Tasarım Dergisi, 7(1), 196-204. doi:10.21923/jesd.451473
75. Wang, Q., Yu, R., Cai, L., Chen, X., Zhu, X., Xiao, Y., Zhang, X., Zhou, X. and Fang, C. (2023) Aging resistance of polyurethane/graphene oxide composite modified asphalt: performance evaluation and molecular dynamics simulation, Molecular Simulation, 49(3), 298-313. doi:10.1080/08927022.2022.2159052
76. Wang, R., Xiong, Y., Yue, M., Hao, M. and Yue, J. (2020) Investigating the effectiveness of carbon nanomaterials on asphalt binders from hot storage stability, thermodynamics, and mechanism perspectives, Journal of Cleaner Production, 276, 124180. doi:j.jclepro.2020.124180
77. Wang, R., Yue, J., Li, R. and Sun, Y. (2019) Evaluation of Aging Resistance of Asphalt Binder Modified with Graphene Oxide and Carbon Nanotubes, Journal of Materials in Civil Engineering, 31(11), 04019274. doi:10.1061/(ASCE)MT.1943-5533.0002934
78. Wang, R., Yue, M., Xiong, Y. and Yue, J. (2021) Experimental study on mechanism, aging, rheology and fatigue performance of carbon nanomaterial/SBS-modified asphalt binders, Construction and Building Materials, 268, 121189. doi:10.1016/j.conbuildmat.2020.121189
79. Wang, Y., Polaczyk, P., He, J., Lu, H., Xiao, R. and Huang, B. (2022) Dispersion, compatibility, and rheological properties of graphene-modified asphalt binders, Construction and Building Materials, 350, 128886. doi:10.1016/j.conbuildmat.2022.128886
80. Wei, Y., Liu, Y., Muhammad, Y., Subhan, S., Meng, F., Ren, D., Han, M. and Li, J. (2020) Study on the properties of GNPs/PS and GNPs/ODA composites incorporated SBS modified asphalt after short-term and long-term aging, Construction and Building Materials, 261, 119682. doi:10.1016/j.conbuildmat.2020.119682
81. Wu, F., Xu, W., Zhang, F. and Wu, H. (2022a) Grey Correlation Analysis of Physical Properties and Evaluation Index of Graphene-Oxide-Modified Asphalt, Coatings, 12(6), 770. doi:10.3390/coatings12060770
82. Wu, H., Shen, A., Pan, H., Hou, X., Yu, P. and Li, Y. (2022b) Mechanism of multilayer graphene nanoplatelets and its effects on the rheological properties and thermal stability of styrene–butadiene–styrene modified asphalt, Diamond and Related Materials, 130, 109434. doi:10.1016/j.diamond.2022.109434
83. Wu, S., Xu, W., Zhang, F. and Wu, H. (2022c) Effect of Polyurethane on High- and Low-Temperature Performance of Graphene Oxide-Modified Asphalt and Analysis of the Mechanism Based on Infrared Spectrum, Coatings, 12(5), 590. doi:10.3390/coatings12050590
84. Wu, S., Zhao, Z., Li, Y., Pang, L., Amirkhanian, S. and Riara, M. (2017) Evaluation of Aging Resistance of Graphene Oxide Modified Asphalt, Applied Sciences, 7(7), 702. doi:10.3390/app7070702
85. Xie, Y., Gao, Y. and Tian, M. L. W. (2023) Study on the storage stability performance enhancement mechanism of graphene on rubber-modified asphalt based on size effect, Electronic Research Archive, 31(4), 2048-2070. doi:10.3934/era.2023105
86. Yang, J., Muhammad, Y., Yang, C., Liu, Y., Su, Z., Wei, Y. and Li, J. (2021a) Preparation of TiO2/PS-rGO incorporated SBS modified asphalt with enhanced resistance against ultraviolet aging, Construction and Building Materials, 276, 121461. doi:10.1016/j.conbuildmat.2020.121461
87. Yang, L., Zhou, D. and Kang, Y. (2020) Rheological Properties of Graphene Modified Asphalt Binders, Nanomaterials, 10(11), 2197. doi:10.3390/nano10112197
88. Yang, Q., Liu, Q., Zhong, J., Hong, B., Wang, D. and Oeser, M. (2019) Rheological and micro-structural characterization of bitumen modified with carbon nanomaterials, Construction and Building Materials, 201, 580-589. doi:10.1016/j.conbuildmat.2018.12.173
89. Yang, Q., Qian, Y., Fan, Z., Lin, J., Wang, D., Zhong, J. and Oeser, M. (2021b) Exploiting the synergetic effects of graphene and carbon nanotubes on the mechanical properties of bitumen composites, carbon, 172, 402-413. doi:10.1016/j.carbon.2020.10.020
90. Yao, H., Dai, Q., You, Z., Ye, M. and Yap, Y. K. (2016) Rheological properties, low-temperature cracking resistance, and optical performance of exfoliated graphite nanoplatelets modified asphalt binder, Construction and Building Materials, 113, 988-996. doi:10.1016/j.conbuildmat.2016.03.152
91. Yazıcı, M., Tiyek, İ., Ersoy, M. S., Alma, M. H., Dönmez, U., Yıldırım, B., Salan, T., Karataş, Ş., Uruş, S. and Karteri, İ. (2016) Modifiye hummers yöntemiyle grafen oksit (GO) sentezi ve karakterizasyonu, Gazi University Journal of Science Part C: Design and Technology, 4(2), 41-48.
92. Yeşilçiçek, H., Oruç, Ş. and Gülfer Bozdemir, M. (2022) Characterization and rheological properties of asphalt binder with a novel tall oil-based boron additive to enhance asphalt performance, Construction and Building Materials, 359, 129510. doi:10.1016/j.conbuildmat.2022.129510
93. Yeter, E. Ç. (2018). Preparation of Glass Fiber Electrode for Impedimetric DNA Analysis and Its Application, MSc Thesis, Kütahya Dumlupınar University, Institute of Natural and Applied Sciences, Department of Nanotechnology, Kütahya, Türkiye.
94. You, Z., Mills-Beale, J., Foley, J. M., Roy, S., Odegard, G. M., Dai, Q. and Goh, S. W. (2011) Nanoclay-modified asphalt materials: Preparation and characterization, Construction and Building Materials, 25(2), 1072-1078. doi:10.1016/j.conbuildmat.2010.06.070
95. Yu, R., Wang, Q., Wang, W., Xiao, Y., Wang, Z., Zhou, X., Zhang, X., Zhu, X. and Fang, C. (2021) Polyurethane/graphene oxide nanocomposite and its modified asphalt binder: Preparation, properties and molecular dynamics simulation, Materials & Design, 209, 109994. doi:10.1016/j.matdes.2021.109994
96. Yu, R., Zhu, X., Hu, J., Zhao, W. and Fang, C. (2019) Preparation of graphene oxide and its modification effect on base asphalt, Fullerenes, Nanotubes and Carbon Nanostructures, 27(3), 256-264. doi:10.1080/1536383X.2019.1566224
97. Yu, X., Zadshir, M., Yan, J. R. and Yin, H. (2022) Morphological, Thermal, and Mechanical Properties of Asphalt Binders Modified by Graphene and Carbon Nanotube, Journal of Materials in Civil Engineering, 34(5), 04022047. doi:10.1061/(ASCE)MT.1943-5533.0004183
98. Zeng, Q., Liu, Y., Liu, Q., Liu, P., He, Y. and Zeng, Y. (2020) Preparation and modification mechanism analysis of graphene oxide modified asphalts, Construction and Building Materials, 238, 117706. doi:10.1016/j.conbuildmat.2019.117706
99. Zeng, W., Wu, S., Pang, L., Sun, Y. and Chen, Z. (2017) The Utilization of Graphene Oxide in Traditional Construction Materials: Asphalt, Materials, 10(1), 48. doi:10.3390/ma10010048
100. Zhang, F. and Hu, C. (2016) The research for crumb rubber/waste plastic compound modified asphalt, Journal of Thermal Analysis and Calorimetry, 124(2), 729-741. doi:10.1007/s10973-015-5198-4
101. Zhang, F., Liu, X., Zhang, L., Zhou, S. and Huang, K. (2023) Preparation and Properties of Epoxy Asphalt Modified by Biomimetic Graphene Oxide Nanocomposites, Journal of Materials in Civil Engineering, 35(1), 04022392. doi:10.1061/(ASCE)MT.1943-5533.0004569
102. Zhang, H., Duan, H., Luo, H. and Shi, C. (2021a) Synthesis, characterization and utilization of zinc oxide/expanded vermiculite composite for bitumen modification, Fuel, 306, 121731. doi:10.1016/j.fuel.2021.121731
103. Zhang, J., Wang, R., Zhao, R., Jing, F., Li, C., Wang, Q. and Xie, H. (2022a) Graphene Oxide-Modified Epoxy Asphalt Bond Coats with Enhanced Bonding Properties, Materials, 15(19), 6846. doi:10.3390/ma15196846
104. Zhang, L., Zhang, F., Huang, K., Zhou, S. and Guo, Y. (2021b) Preparation and Performance of Graphene Nanoplatelets-Modified Epoxy Asphalt, Journal of Performance of Constructed Facilities, 35(6), 04021083. doi:10.1061/(ASCE)CF.1943-5509.0001661
105. Zhang, M., Lian, C., Wang, J., Wang, H. and Cheng, B. (2022b) Modification of asphalt modified by packaging waste EVA and graphene oxide, Frontiers in Materials, 9, 833593. doi:10.3389/fmats.2022.833593
106. Zhang, X., He, J.-X., Huang, G., Zhou, C., Feng, M.-M. and Li, Y. (2019) Preparation and Characteristics of Ethylene Bis(Stearamide)-Based Graphene-Modified Asphalt, Materials, 12(5), 757. doi:10.3390/ma12050757
107. Zhang, Y., Song, Q., Lv, Q. and Wang, H. (2021c) Influence of different polyethylene wax additives on the performance of modified asphalt binders and mixtures, Construction and Building Materials, 302, 124115. doi:10.1016/j.conbuildmat.2021.124115
108. Zhao, R., Jing, F., Li, C., Wang, R., Xi, Z., Cai, J., Wang, Q. and Xie, H. (2022a) Phase-separated microstructures and viscosity-time behavior of graphene nanoplatelet modified warm-mix epoxy asphalt binders, Materials and Structures, 55(10), 248. doi:10.1617/s11527-022-02077-6
109. Zhao, R., Jing, F., Li, C., Wang, R., Xi, Z., Cai, J., Wang, Q. and Xie, H. (2022b) Viscosity-curing time behavior, viscoelastic properties, and phase separation of graphene oxide/epoxy asphalt composites, Polymer Composites, 43(8), 5454-5464. doi:10.1002/pc.26848
110. Zhou, H.-Y., Dou, H.-B. and Chen, X.-H. (2021) Rheological Properties of Graphene/Polyethylene Composite Modified Asphalt Binder, Materials, 14(14), 3986. doi:10.3390/ma14143986
111. Zhou, X., Zhang, X., Xu, S., Wu, S., Liu, Q. and Fan, Z. (2017) Evaluation of thermo-mechanical properties of graphene/carbon-nanotubes modified asphalt with molecular simulation, Molecular Simulation, 43(4), 312-319. doi:10.1080/08927022.2016.1274985
112. Zhu, J., Zhang, K., Liu, K. and Shi, X. (2019) Performance of hot and warm mix asphalt mixtures enhanced by nano-sized graphene oxide, Construction and Building Materials, 217, 273-282. doi:10.1016/j.conbuildmat.2019.05.054
113. Zhu, J., Zhang, K., Liu, K. and Shi, X. (2020) Adhesion characteristics of graphene oxide modified asphalt unveiled by surface free energy and AFM-scanned micro-morphology, Construction and Building Materials, 244, 118404. doi:10.1016/j.conbuildmat.2020.118404
114. Ziari, H., Akbari, T., Farahani, H. and Goli, A. (2016) The effect of Lucobit polymer on bitumen performance, Petroleum Science and Technology, 34(6), 512-516. doi:10.1080/10916466.2013.76957