Nanosilica composite asphalt mixtures performance-based design and optimisation using response surface methodology

References

• Bala, Nura , Napiah, Madzlan , and Kamaruddin, Ibrahim , 2017. Influence of nanosilica on moisture resistance of polymer modified bitumens. Petroleum Science and Technology , 36 (3), 244–250.
   Web of Science ®Google Scholar
• Casey, Donnchadh , et al. , 2008. Development of a recycled polymer modified binder for use in stone mastic asphalt. Resources, Conservation and Recycling , 52 (10), 1167–1174.10.1016/j.resconrec.2008.06.002
   Web of Science ®Google Scholar
• Cerni, Gianluca , et al. , 2017. Correlation between asphalt mixture stiffness determined through static and dynamic indirect tensile tests. Arabian Journal for Science and Engineering , 1–9.
   Web of Science ®Google Scholar
• Chávez-Valencia, L.E. , et al. , 2007. Modelling of the performance of asphalt pavement using response surface methodology – the kinetics of the aging. Building and Environment , 42 (2), 933–939.10.1016/j.buildenv.2005.10.013
   Web of Science ®Google Scholar
• Di Benedetto, H. , et al. , 2004. Fatigue of bituminous mixtures. Materials and Structures , 37 (3), 202–216.10.1007/BF02481620
   Google Scholar
• Durrieu, Françoise , Farcas, Fabienne , and Mouillet, Virginie , 2007. The influence of UV aging of a Styrene/Butadiene/Styrene modified bitumen: comparison between laboratory and on site aging. Fuel , 86 (10), 1446–1451.10.1016/j.fuel.2006.11.024
   Web of Science ®Google Scholar
• Fang, Changqing , et al. , 2008. Combined modification of asphalt by waste PE and rubber. Polymer Composites , 29 (10), 1183–1187.10.1002/pc.v29:10
   Web of Science ®Google Scholar
• Fang, Changqing , et al. , 2013. Nanomaterials applied in asphalt modification: a review. Journal of Materials Science & Technology , 29 (7), 589–594.10.1016/j.jmst.2013.04.008
   Web of Science ®Google Scholar
• Haghshenas, H.F. , et al. , 2013. Frequency and temperature interactive effects on hot mix permanent deformation using response surface methodology. Journal of Materials in Civil Engineering , 26 (6), 06014003.
   Web of Science ®Google Scholar
• Hamzah, Meor Othman , Golchin, Babak , and Tye, Ching Thian , 2013. Determination of the optimum binder content of warm mix asphalt incorporating Rediset using response surface method. Construction and Building Materials , 47, 1328–1336.10.1016/j.conbuildmat.2013.06.023
   Web of Science ®Google Scholar
• Hamzah, M.O. , et al. , 2015. Evaluation of effects of extended short-term aging on the rheological properties of asphalt binders at intermediate temperatures using respond surface method. Jurnal Teknologi , 73 (4), 133–139.
   Web of Science ®Google Scholar
• Hasaninia, Moein and Haddadi, Farshad , 2017. The characteristics of hot mixed asphalt modified by nanosilica. Petroleum Science and Technology , 35 (4), 351–359.10.1080/10916466.2016.1258412
   Web of Science ®Google Scholar
• Kavussi, A. , et al. , 2014. Moisture susceptibility of warm mix asphalt: a statistical analysis of the laboratory testing results. Construction and Building Materials , 52, 511–517.10.1016/j.conbuildmat.2013.10.073
   Web of Science ®Google Scholar
• Khan, Tabrez Alam and Sharma, D.K. , 2011. Effect of waste polymer modifier on the properties of bituminous concrete mixes. Construction and Building Materials , 25 (10), 3841–3848.
   Web of Science ®Google Scholar
• Khodaii, A. , et al. , 2013. Application of response surface methodology to evaluate stone matrix asphalt stripping potential. KSCE Journal of Civil Engineering , 17 (1), 117.10.1007/s12205-013-1698-6
   Web of Science ®Google Scholar
• Khodaii, A. , et al. , 2016. Identification of dominant parameters for stripping potential in warm mix asphalt using response surface methodology. Materials and Structures , 49 (6), 2425–2437.10.1617/s11527-015-0658-7
   Web of Science ®Google Scholar
• Kikuchi, Shinya , Kronprasert, Nopadon , and Easa, Said M. , 2012. Aggregate blending using fuzzy optimization. Journal of Construction Engineering and Management , 138 (12), 1411–1420.10.1061/(ASCE)CO.1943-7862.0000557
   Web of Science ®Google Scholar
• Kong, Deyu , et al. , 2012. Influence of nano-silica agglomeration on microstructure and properties of the hardened cement-based materials. Construction and Building Materials , 37, 707–715.10.1016/j.conbuildmat.2012.08.006
   Web of Science ®Google Scholar
• LeBaron, Peter C. , Wang, Zhen , and Pinnavaia, Thomas J. , 1999. Polymer-layered silicate nanocomposites: an overview. Applied Clay Science , 15 (1), 11–29.10.1016/S0169-1317(99)00017-4
   Web of Science ®Google Scholar
• Li, Qixuan , et al. , 2015. Fracture properties and response surface methodology model of alkali-slag concrete under freeze–thaw cycles. Construction and Building Materials , 93, 620–626.10.1016/j.conbuildmat.2015.06.037
   Web of Science ®Google Scholar
• Li, Ruoyu , et al. , 2017. Developments of nano materials and technologies on asphalt materials – a review. Construction and Building Materials , 143, 633–648.10.1016/j.conbuildmat.2017.03.158
   Web of Science ®Google Scholar
• Lu, Xiaohu and Isacsson, Ulf , 2002. Effect of ageing on bitumen chemistry and rheology. Construction and Building Materials , 16 (1), 15–22.10.1016/S0950-0618(01)00033-2
   Web of Science ®Google Scholar
• Miller, Clint , et al. , 2012. Surface energy characteristics and impact of natural minerals on aggregate-bitumen bond strengths and asphalt mixture durability. Transportation Research Record: Journal of the Transportation Research Board , 2267, 45–55.10.3141/2267-05
   Google Scholar
• Moghaddam, Taher Baghaee , Soltani, Mehrtash , and Karim, Mohamed Rehan , 2015. Stiffness modulus of Polyethylene Terephthalate modified asphalt mixture: a statistical analysis of the laboratory testing results. Materials & Design , 68, 88–96.10.1016/j.matdes.2014.11.044
   Web of Science ®Google Scholar
• Moghaddam, Taher Baghaee , et al. , 2015. Optimization of asphalt and modifier contents for polyethylene terephthalate modified asphalt mixtures using response surface methodology. Measurement , 74, 159–169.10.1016/j.measurement.2015.07.012
   Web of Science ®Google Scholar
• Montgomery, Douglas C. , 2001. Design and analysis of experiments, John Wiley & Sons. New York , 64–65.
   Google Scholar
• Montgomery, Douglas C. , 2008. Design and analysis of experiments . New York: Wiley.
   Google Scholar
• Myers, Raymond H. , et al. , 2016. Response surface methodology: process and product optimization using designed experiments . New York: Wiley.
   Google Scholar
• Nassar, Ahmed I. , Thom, Nicholas , and Parry, Tony , 2016. Optimizing the mix design of cold bitumen emulsion mixtures using response surface methodology. Construction and Building Materials , 104, 216–229.10.1016/j.conbuildmat.2015.12.073
   Web of Science ®Google Scholar
• Norouzi, Amirhossein and Richard Kim, Y. , 2017. Mechanistic evaluation of fatigue cracking in asphalt pavements. International Journal of Pavement Engineering , 18 (6), 530–546.10.1080/10298436.2015.1095909
   Web of Science ®Google Scholar
• Punith, V.S. and Veeraragavan, A. , 2010. Behavior of reclaimed polyethylene modified asphalt cement for paving purposes. Journal of Materials in Civil Engineering , 23 (6), 833–845.
   Web of Science ®Google Scholar
• Ray, Suprakas Sinha and Okamoto, Masami , 2003. Polymer/layered silicate nanocomposites: a review from preparation to processing. Progress in polymer science , 28 (11), 1539–1641.
   Web of Science ®Google Scholar
• Singh, L.P. , et al. , 2013. Beneficial role of nanosilica in cement based materials – a review. Construction and Building Materials , 47, 1069–1077.10.1016/j.conbuildmat.2013.05.052
   Web of Science ®Google Scholar
• Soltani, Mehrtash , et al. , 2015. Stiffness performance of polyethylene terephthalate modified asphalt mixtures estimation using support vector machine-firefly algorithm. Measurement , 63, 232–239.10.1016/j.measurement.2014.11.022
   Web of Science ®Google Scholar
• Sousa, Jorge B. , Craus, Joseph , and Monismith, Carl L. , 1991. Summary report on permanent deformation in asphalt concrete .
   Google Scholar
• Wang, Dong , Wang, Linbing , and Zhou, Guoqing , 2012. Fatigue of asphalt binder, mastic and mixture at low temperature. Frontiers of Structural and Civil Engineering , 6 (2), 166–175.
   Google Scholar
• Yadav, Om Prakash , et al. , 2014. A robust framework for multi-response surface optimization methodology. Quality and Reliability Engineering International , 30 (2), 301–311.10.1002/qre.v30.2
   Web of Science ®Google Scholar
• Yu, Ruien , et al. , 2015. Storage stability and rheological properties of asphalt modified with waste packaging polyethylene and organic montmorillonite. Applied Clay Science , 104, 1–7.10.1016/j.clay.2014.11.033
   Web of Science ®Google Scholar
• Yusoff, Nur Izzi Md , et al. , 2013. Modelling the rheological properties of bituminous binders using the 2S2P1D Model. Construction and Building Materials , 38, 395–406.10.1016/j.conbuildmat.2012.08.038
   Web of Science ®Google Scholar
• Yusoff, Nur Izzi Md , et al. , 2014. The effects of moisture susceptibility and ageing conditions on nano-silica/polymer-modified asphalt mixtures. Construction and Building Materials , 72, 139–147.10.1016/j.conbuildmat.2014.09.014
   Web of Science ®Google Scholar
• Zeiada, W.A. , Underwood, B.S. , and Kaloush, K.E. , 2016. Impact of asphalt concrete fatigue endurance limit definition on pavement performance prediction. International Journal of Pavement Engineering , 1–12.
   Web of Science ®Google Scholar
• Zhang, Yuqing , Luo, Rong , and Lytton, Robert L. , 2011. Characterizing permanent deformation and fracture of asphalt mixtures by using compressive dynamic modulus tests. Journal of Materials in Civil Engineering , 24 (7), 898–906.
   Web of Science ®Google Scholar