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Year 2021, Volume: 12 , 7 - 16, 31.12.2021

Erkut Yalçın Ahmet Munir Ozdemır Mehmet Yılmaz

https://doi.org/10.55549/epstem.991309

Abstract

References

  • Aldagari, S., Kabir, S. F., & Fini, E. H. (2021). Investigating aging properties of bitumen modified with polyethylene-terephthalate waste plastic. Resources, Conservation and Recycling, 173, 105687. https://doi.org/10.1016/j.resconrec.2021.105687
  • Asli, H., Ahmadinia, E., Zargar, M., & Karim, M. R. (2012). Investigation on physical properties of waste cooking oil - Rejuvenated bitumen binder. Construction and Building Materials, 37, 398–405. https://doi.org/10.1016/j.conbuildmat.2012.07.042
  • Eriskin, E., Karahancer, S., Terzi, S., & Saltan, M. (2017). Waste frying oil modified bitumen usage for sustainable hot mix asphalt pavement. Archives of Civil and Mechanical Engineering, 17(4), 863–870. https://doi.org/10.1016/j.acme.2017.03.006
  • Fernandes, S. R. M., Silva, H. M. R. D., & Oliveira, J. R. M. (2018). Developing enhanced modified bitumens with waste engine oil products combined with polymers. Construction and Building Materials, 160, 714–724. https://doi.org/10.1016/j.conbuildmat.2017.11.112
  • Graupe, D. (2013). Principles of Artificial Neural Networks (Vol. 7). WORLD SCIENTIFIC. https://doi.org/10.1142/8868
  • Hake, S. L., Damgir, R. M., & Awsarmal, P. R. (2020). Utilization of Plastic waste in Bitumen Mixes for Flexible Pavement. Transportation Research Procedia, 48, 3779–3785. https://doi.org/10.1016/j.trpro.2020.08.041
  • Hu, C., Lin, W., Partl, M., Wang, D., Yu, H., & Zhang, Z. (2018). Waste packaging tape as a novel bitumen modifier for hot-mix asphalt. Construction and Building Materials, 193, 23–31. https://doi.org/10.1016/j.conbuildmat.2018.10.170
  • Hunter, R., Self, A., & Read, J. (2015). The Shell Bitumen Handbook, 6th edition. In The Shell Bitumen Handbook, 6th edition. https://doi.org/10.1680/tsbh.58378
  • Kamoto, N., Govha, J., Danha, G., Mamvura, T., & Muzenda, E. (2020). Production of modified bitumen from used engine oil, coal tar and waste tyre for construction applications. South African Journal of Chemical Engineering, 33, 67–73. https://doi.org/10.1016/j.sajce.2020.05.005
  • Mashaan, N. S., Chegenizadeh, A., Nikraz, H., & Rezagholilou, A. (2021). Investigating the engineering properties of asphalt binder modified with waste plastic polymer. Ain Shams Engineering Journal, 12(2), 1569–1574. https://doi.org/10.1016/j.asej.2020.08.035
  • Murugan, K. P., Balaji, M., Kar, S. S., Swarnalatha, S., & Sekaran, G. (2020). Nano fibrous carbon produced from chromium bearing tannery solid waste as the bitumen modifier. Journal of Environmental Management, 270, 110882. https://doi.org/10.1016/j.jenvman.2020.110882
  • Öztemel, E. (2008). Yapay Sı̇nı̇r Ağlari. In Papatya Yayıncılık Eğitim. Papatya Yayıncılık Eğitim.
  • Padhan, R. K., Gupta, A. A., Badoni, R. P., & Bhatnagar, A. K. (2013). Poly(ethylene terephthalate) waste derived chemicals as an antistripping additive for bitumen – An environment friendly approach for disposal of environmentally hazardous material. Polymer Degradation and Stability, 98(12), 2592–2601. https://doi.org/10.1016/j.polymdegradstab.2013.09.019
  • Paliukaite, M., Assuras, M., & Hesp, S. A. M. (2016). Effect of recycled engine oil bottoms on the ductile failure properties of straight and polymer-modified asphalt cements. Construction and Building Materials, 126, 190–196. https://doi.org/10.1016/j.conbuildmat.2016.08.156
  • Qian, C., Fan, W., Liang, M., He, Y., Ren, S., Lv, X., Nan, G., & Luo, H. (2018). Rheological properties, storage stability and morphology of CR/SBS composite modified asphalt by high-cured method. Construction and Building Materials, 193, 312–322. https://doi.org/10.1016/j.conbuildmat.2018.10.158
  • Rahman, M. T., Hainin, M. R., & Bakar, W. A. W. A. (2017). Use of waste cooking oil, tire rubber powder and palm oil fuel ash in partial replacement of bitumen. Construction and Building Materials, 150, 95–104. https://doi.org/10.1016/j.conbuildmat.2017.05.216
  • Seyma Seyrek, E., Yalcin, E., Yilmaz, M., Vural Kök, B., & Arslanoglu, H. (2020). Effect of activated carbon obtained from vinasse and marc on the rheological and mechanical characteristics of the bitumen binders and hot mix asphalts. Construction and Building Materials, 240, 117921. https://doi.org/10.1016/j.conbuildmat.2019.117921
  • Shadmani, A., Tahmouresi, B., Saradar, A., & Mohseni, E. (2018). Durability and microstructure properties of SBR-modified concrete containing recycled asphalt pavement. Construction and Building Materials, 185, 380–390. https://doi.org/10.1016/j.conbuildmat.2018.07.080
  • Shan, L., Xie, R., Wagner, N. J., He, H., & Liu, Y. (2019). Microstructure of neat and SBS modified asphalt binder by small-angle neutron scattering. Fuel, 253, 1589–1596. https://doi.org/10.1016/j.fuel.2019.05.087
  • Shruthi, V. L., Kalpana, M., & Vijayan, D. S. (2020). An experimental study on mechanical properties of bitumen added with industrial waste steel stag. Materials Today: Proceedings, 33, 48–51. https://doi.org/10.1016/j.matpr.2020.03.032
  • Sönmez Çakir, F. (2019). Yapay Sinir Ağları Matlab Kodları ve Matlab Toolbax Çözümleri.
  • YALÇIN, E. (2020). Saf ve Modifiye Bitümlerin Farklı Frekans ve Sıcaklıklardaki Reolojik Özelliklerinin İncelenmesi. Bitlis Eren Üniversitesi Fen Bilimleri Dergisi, 9(2), 901–909. https://doi.org/10.17798/bitlisfen.597821
  • Yan, K., Peng, Y., & You, L. (2020). Use of tung oil as a rejuvenating agent in aged asphalt: Laboratory evaluations. Construction and Building Materials, 239, 117783. https://doi.org/10.1016/j.conbuildmat.2019.117783
  • You, L., You, Z., Dai, Q., Xie, X., Washko, S., & Gao, J. (2019). Investigation of adhesion and interface bond strength for pavements underlying chip-seal: Effect of asphalt-aggregate combinations and freeze-thaw cycles on chip-seal. Construction and Building Materials, 203, 322–330. https://doi.org/10.1016/j.conbuildmat.2019.01.058
  • Zargar, M., Ahmadinia, E., Asli, H., & Karim, M. R. (2012). Investigation of the possibility of using waste cooking oil as a rejuvenating agent for aged bitumen. Journal of Hazardous Materials, 233–234, 254–258. https://doi.org/10.1016/j.jhazmat.2012.06.021

Prediction of Rheological Parameters of Asphalt Binders with Artificial Neural Networks

Year 2021, Volume: 12 , 7 - 16, 31.12.2021

Erkut Yalçın Ahmet Munir Ozdemır Mehmet Yılmaz

https://doi.org/10.55549/epstem.991309

Abstract

Recycling of industrial, agricultural etc. wastes is economically and environmentally important. In recent years, researchers was focused on the using wastes in structural materials. In this study, modified asphalt binders were obtained by adding 7 different ratios waste engine oil (2%, 4%, 6%, 8%, 10%, 12% and 14%), which released as a result of routine maintenance of automobiles, to the pure asphalt binder. Then, Dynamic Shear Rheometer (DSR) experiments were applied on pure and modified asphalt binders. The rheological properties of asphalt binders at different temperatures and frequencies (loading rates) were evaluated by performing the DSR Test at 4 different temperatures (40°C, 50°C, 60°C and 70°C) and 10 different frequencies (0.01-10Hz). Then, the obtained complex shear modulus and phase angle values were estimated with Artificial Neural Networks. The results showed that the addition of 2% waste mineral (engine) oil improved the elastic properties of the asphalt binder by increasing the complex shear modulus and decreasing the phase angle values. In addition, it was concluded that the rheological parameters of asphalt binders can be successfully obtained with Artificial Neural Networks, by estimating the results with low error rate and high accuracy.

Keywords

Waste Engine Oil Recycling Asphalt Modification Artificial Neural Networks Waste Engine Oil, Recycling, Asphalt, Modification, Artificial Neural Networks

References

  • Aldagari, S., Kabir, S. F., & Fini, E. H. (2021). Investigating aging properties of bitumen modified with polyethylene-terephthalate waste plastic. Resources, Conservation and Recycling, 173, 105687. https://doi.org/10.1016/j.resconrec.2021.105687
  • Asli, H., Ahmadinia, E., Zargar, M., & Karim, M. R. (2012). Investigation on physical properties of waste cooking oil - Rejuvenated bitumen binder. Construction and Building Materials, 37, 398–405. https://doi.org/10.1016/j.conbuildmat.2012.07.042
  • Eriskin, E., Karahancer, S., Terzi, S., & Saltan, M. (2017). Waste frying oil modified bitumen usage for sustainable hot mix asphalt pavement. Archives of Civil and Mechanical Engineering, 17(4), 863–870. https://doi.org/10.1016/j.acme.2017.03.006
  • Fernandes, S. R. M., Silva, H. M. R. D., & Oliveira, J. R. M. (2018). Developing enhanced modified bitumens with waste engine oil products combined with polymers. Construction and Building Materials, 160, 714–724. https://doi.org/10.1016/j.conbuildmat.2017.11.112
  • Graupe, D. (2013). Principles of Artificial Neural Networks (Vol. 7). WORLD SCIENTIFIC. https://doi.org/10.1142/8868
  • Hake, S. L., Damgir, R. M., & Awsarmal, P. R. (2020). Utilization of Plastic waste in Bitumen Mixes for Flexible Pavement. Transportation Research Procedia, 48, 3779–3785. https://doi.org/10.1016/j.trpro.2020.08.041
  • Hu, C., Lin, W., Partl, M., Wang, D., Yu, H., & Zhang, Z. (2018). Waste packaging tape as a novel bitumen modifier for hot-mix asphalt. Construction and Building Materials, 193, 23–31. https://doi.org/10.1016/j.conbuildmat.2018.10.170
  • Hunter, R., Self, A., & Read, J. (2015). The Shell Bitumen Handbook, 6th edition. In The Shell Bitumen Handbook, 6th edition. https://doi.org/10.1680/tsbh.58378
  • Kamoto, N., Govha, J., Danha, G., Mamvura, T., & Muzenda, E. (2020). Production of modified bitumen from used engine oil, coal tar and waste tyre for construction applications. South African Journal of Chemical Engineering, 33, 67–73. https://doi.org/10.1016/j.sajce.2020.05.005
  • Mashaan, N. S., Chegenizadeh, A., Nikraz, H., & Rezagholilou, A. (2021). Investigating the engineering properties of asphalt binder modified with waste plastic polymer. Ain Shams Engineering Journal, 12(2), 1569–1574. https://doi.org/10.1016/j.asej.2020.08.035
  • Murugan, K. P., Balaji, M., Kar, S. S., Swarnalatha, S., & Sekaran, G. (2020). Nano fibrous carbon produced from chromium bearing tannery solid waste as the bitumen modifier. Journal of Environmental Management, 270, 110882. https://doi.org/10.1016/j.jenvman.2020.110882
  • Öztemel, E. (2008). Yapay Sı̇nı̇r Ağlari. In Papatya Yayıncılık Eğitim. Papatya Yayıncılık Eğitim.
  • Padhan, R. K., Gupta, A. A., Badoni, R. P., & Bhatnagar, A. K. (2013). Poly(ethylene terephthalate) waste derived chemicals as an antistripping additive for bitumen – An environment friendly approach for disposal of environmentally hazardous material. Polymer Degradation and Stability, 98(12), 2592–2601. https://doi.org/10.1016/j.polymdegradstab.2013.09.019
  • Paliukaite, M., Assuras, M., & Hesp, S. A. M. (2016). Effect of recycled engine oil bottoms on the ductile failure properties of straight and polymer-modified asphalt cements. Construction and Building Materials, 126, 190–196. https://doi.org/10.1016/j.conbuildmat.2016.08.156
  • Qian, C., Fan, W., Liang, M., He, Y., Ren, S., Lv, X., Nan, G., & Luo, H. (2018). Rheological properties, storage stability and morphology of CR/SBS composite modified asphalt by high-cured method. Construction and Building Materials, 193, 312–322. https://doi.org/10.1016/j.conbuildmat.2018.10.158
  • Rahman, M. T., Hainin, M. R., & Bakar, W. A. W. A. (2017). Use of waste cooking oil, tire rubber powder and palm oil fuel ash in partial replacement of bitumen. Construction and Building Materials, 150, 95–104. https://doi.org/10.1016/j.conbuildmat.2017.05.216
  • Seyma Seyrek, E., Yalcin, E., Yilmaz, M., Vural Kök, B., & Arslanoglu, H. (2020). Effect of activated carbon obtained from vinasse and marc on the rheological and mechanical characteristics of the bitumen binders and hot mix asphalts. Construction and Building Materials, 240, 117921. https://doi.org/10.1016/j.conbuildmat.2019.117921
  • Shadmani, A., Tahmouresi, B., Saradar, A., & Mohseni, E. (2018). Durability and microstructure properties of SBR-modified concrete containing recycled asphalt pavement. Construction and Building Materials, 185, 380–390. https://doi.org/10.1016/j.conbuildmat.2018.07.080
  • Shan, L., Xie, R., Wagner, N. J., He, H., & Liu, Y. (2019). Microstructure of neat and SBS modified asphalt binder by small-angle neutron scattering. Fuel, 253, 1589–1596. https://doi.org/10.1016/j.fuel.2019.05.087
  • Shruthi, V. L., Kalpana, M., & Vijayan, D. S. (2020). An experimental study on mechanical properties of bitumen added with industrial waste steel stag. Materials Today: Proceedings, 33, 48–51. https://doi.org/10.1016/j.matpr.2020.03.032
  • Sönmez Çakir, F. (2019). Yapay Sinir Ağları Matlab Kodları ve Matlab Toolbax Çözümleri.
  • YALÇIN, E. (2020). Saf ve Modifiye Bitümlerin Farklı Frekans ve Sıcaklıklardaki Reolojik Özelliklerinin İncelenmesi. Bitlis Eren Üniversitesi Fen Bilimleri Dergisi, 9(2), 901–909. https://doi.org/10.17798/bitlisfen.597821
  • Yan, K., Peng, Y., & You, L. (2020). Use of tung oil as a rejuvenating agent in aged asphalt: Laboratory evaluations. Construction and Building Materials, 239, 117783. https://doi.org/10.1016/j.conbuildmat.2019.117783
  • You, L., You, Z., Dai, Q., Xie, X., Washko, S., & Gao, J. (2019). Investigation of adhesion and interface bond strength for pavements underlying chip-seal: Effect of asphalt-aggregate combinations and freeze-thaw cycles on chip-seal. Construction and Building Materials, 203, 322–330. https://doi.org/10.1016/j.conbuildmat.2019.01.058
  • Zargar, M., Ahmadinia, E., Asli, H., & Karim, M. R. (2012). Investigation of the possibility of using waste cooking oil as a rejuvenating agent for aged bitumen. Journal of Hazardous Materials, 233–234, 254–258. https://doi.org/10.1016/j.jhazmat.2012.06.021
There are 25 citations in total.

Details

Primary Language English
Subjects Engineering
Journal Section Articles
Authors

Erkut Yalçın

Ahmet Munir Ozdemır

Mehmet Yılmaz

Early Pub Date September 5, 2021
Publication Date December 31, 2021
Published in Issue Year 2021 Volume: 12

Cite

APA Yalçın, E., Ozdemır, A. M., & Yılmaz, M. (2021). Prediction of Rheological Parameters of Asphalt Binders with Artificial Neural Networks. The Eurasia Proceedings of Science Technology Engineering and Mathematics, 12, 7-16. https://doi.org/10.55549/epstem.991309
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