Investigating the Marshall and Volumetric Properties of Asphalt Concrete Containing Reclaimed Asphalt Pavement and Waste Oils Using Response Surface Methodology

Document Type: Research Papers

Authors

1 assistant professor, civil engineering department, university of zanjan, zanjan, Iran

2 civil engineering department, university of zanjan, zanjan, iran

Abstract

This research aimed to use response surface methodology (RSM) for investigating the Marshall Stability (MS), flow and Voids in Mineral Aggregates (VMA) of asphalt concrete containing different percentages of Reclaimed Asphalt Pavement (RAP) and rejuvenated by different percentages of waste cooking and engine oil. Variables of RAP content in 3 different levels of 25, 50 and 75% (by the weight of total aggregates) and waste oils content in 3 different levels of 5, 10 and 15% (by the weight of total binder) were selected. Quadratic and linear two factor interaction models were well fitted to the experimental results. Analysis of variance showed that the models were capable to well predict the MS, flow and VMA of the mixtures, and the terms of oil and RAP content and type of oil are significant. MS, flow and VMA increased with increasing RAP content and decreased with increasing oil content. Results also reveal that higher MS, flow and VMA values are resulted by using WEO than using WCO. Some interaction effects were found between RAP content, oil content and type of oil on the responses. Optimization analysis showed that using 10.6% of WCO and 15% of WEO, allows a maximum RAP incorporation of 75 and 51.77%, respectively, by which the properties are similar to control mix. Use of the rejuvenators allows using high RAP content without sacrificing the properties of the mixtures.

Keywords


Abdullah, M.E., Zamhari, K.A., Hainin, M.R., Oluwasola, E.A., Yusoff, N.I.M. and Hassan, N.A. (2016). “High temperature characteristics of warm mix asphalt mixtures with nanoclay and chemical warm mix asphalt modified binders”, Journal of Cleaner Production, 122, 326-334. 
Al-Qadi, I.L., Aurangzeb, Q., Carpenter, S.H., Pine, P.J. and Trepanier, J. (2012). Impact of high RAP contents on structural and performance properties of asphalt mixtures, Report No. FHWA-ICT-12-002, Springfield: Illinois Center for Transportation, Illinois, US.
Aksu Z. and Gonen F. (2006). “Binary biosorption of phenol and chromium (VI) onto immobilized activated sludge in a packed bed: prediction of kinetic parameters and breakthrough curves”, Separation and Purification Technology, 49(3), 205-216.
Azahar, W.N.A.W., Jaya, R.P., Hainin, M.R., Bujang, M. and Ngadi, N. (2017). “Mechanical performance of asphaltic concrete incorporating untreated and treated waste cooking oil”, Construction and Building Materials, 150, 653-663.
Baghaee Moghaddam, T., Soltani, M., Karim, M.R. and Hassan Baaj. H. (2015). “Optimization of asphalt and modifier contents for polyethylene terephthalate modified asphalt mixtures using response surface methodology”, Journal of Measurement, 74, 159-169.
Bailey, H.K. and Zoorob, S.E. (2012). “The use of vegetable oil in asphalt mixtures, in the laboratory and field”, Proceedings of the 5th Euroasphlat and Eurobitume Congress, 13-15 June, Istanbul, Turkey.
Bala, N., Napiah, M. and Kamaruddin, M. (2017). “Application of response surface methodology for mix design optimization of nano-composite modified asphalt mixtures”, International Journal of Geomate, 13(39), 237-244.
Bala, N., Napiah, M. and Kamaruddin, M. (2018). “Nanosilica composite asphalt mixtures performance-based design and optimisation using response surface methodology”, International Journal of Pavement Engineering, 21(1), 29-40.
Can M.Y., Kaya Y. and Algur O.F. (2006). “Response surface optimization of the removal of nickel from aqueous solution by cone biomass of Pinus sylvestris”, Bioresource Technology, 97(1), 1761-1765.
Chen, M., Leng, B., Wu, S. and Sang, Y. (2014). “Physical, chemical and rheological properties of waste edible vegetable oil rejuvenated asphalt binders”, Construction and Building Materials, 66, 286-298.
DeDene, C.D. (2011). “Investigation of using waste engine oil blended with reclaimed asphalt materials to improve pavement recyclability”, Michigan Technological University, Retrieved from https://digitalcommons.mtu.edu/etds/229/.
Dokandari, P.A., Kaya, D., Sengoz, B. and Topal, A. (2017). “Implementing waste oils with reclaimed asphalt pavement”, Proceedings of 2nd World Congress in Civil, Structure and Environmental Engineering (CSEE’17), Barcelona, Spain. 
Dominguez-Rosado, E., Pichtel, J. and Coughlin, M. (2004). “Phytoremediation of soil contaminated with used motor oil: I. Enhanced microbial activities from laboratory and growth chamber studies”, Environmental Engineering Science, 21, 157-168.
Eghbali, S.R., Azizzadeh Araee, R. and Mofrad Boushehri, A. (2018) “Construction waste generation in the Iranian building industry”, Civil Engineering Infrastructures Journal, 52(1), 1-10.
Eriskin, E., Karahancer, S., Terzi, S. and Saltan, M. (2017). “Waste frying oil modified bitumen usage for sustainable hot mix asphalt pavement”, Archives of Civil and Mechanical Engineering, 17, 863-870.
García, Á., Schlangen, E. and Van de Ven, M. (2011). “Properties of capsules containing rejuvenators for their use in asphalt concrete”, Fuel, 90, 583-591.
Golchin, B. and Mansourian, A. (2017). “Evaluation of fatigue properties of asphalt mixtures containing reclaimed asphalt using response surface method”, International Journal of Transportation Engineering, 4, 335-350.
Haghshenas, H.F., Khodaii, A., Khedmati, M. and Tapkin, S. (2015). “A mathematical model for predicting stripping potential of Hot Mix Asphalt”, Construction Building Materials, 75, 488-495.
Hamzah, M.O., Gungat, L. and Golchin, B. (2017). “Estimation of optimum binder content of recycled asphalt incorporating a wax warm additive using response surface method”, International Journal of Pavement Engineering, 18, 682-692.
Hamzah, M.O., Omranian, S.R., Golchin, B. and Hainin, M.R.H. (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 (Journal of Technology), 73(4), 133-139.
Iran Management and Planning Organization (IMPO). (2012). Iran Highway Asphaltic Pavements (IHAP) code, 2nd Edition, Vol. 234, Tehran, Iran.
Jia, X., Huang, B., Moore, J.A. and Zhao, S. (2015). “Influence of waste engine oil on asphalt mixtures containing reclaimed asphalt pavement”, Journal of Materials in Civil Engineering, 27, 4015-4042.
Kavussi, A., Qorbani, M., Khodaii, A. and Haghshenas, H.F. (2012). “Moisture susceptibility of warm mix asphalt: A statistical analysis of the laboratory testing results”, Construction and Building Materials, 52, 511-517.
Khodaii, A., Haghshenas, H.F., Kazemi Tehrani, H. and Khedmati, M. (2013). “Application of response surface methodology to evaluate stone matrix asphalt stripping potential”, KSCE Journal of Civil Engineering, 17, 117-121.
Korbahti B.K. and Rauf, M.A. (2008). “Determination of optimum operating conditions of carmine decoloration by UV/H2O2 using response surface methodology”, Journal of Hazardous Materials, 161,281-286.
Korbahti, B.K. and Rauf, M.A. (2009). “Response surface methodology (RSM) analysis of photo induced decoloration of toludine blue”, Chemistry Engineering Journal, 136, 25-30.
Kushwaha, J.P., Srivastava, V.C. and Mall, I.D. (2010). “Organics removal from dairy wastewater by electrochemical treatment and residue disposal”, Separation and Purification Technology, 76, 198-205.
Mazzoni, G., Bocci, E. and Canestrai, F. (2018). “In fluence of rejuvenators on bitumen ageing in hot recycled asphalt mixtures”, Journal of Traffic and Transportation Engineering, 5(3), 157-168.
Mogawer, W., Austerman, A., Mohammad, L. and Kutay, M.E. (2013). “Evaluation of high RAP-WMA asphalt rubber mixtures”, Road Materials and Pavement Design, 14, 129-147.
Nassar, A.I., Thom, N. and Parry, T. (2016). “Optimizing the mix design of cold bitumen emulsion mixtures using response surface methodology”, Construction and Building Materials, 104, 216-229.
Myer R.H. and Montogomery D.C. (2002). Response surface methodology, Process and product optimization using designed experiment, New York: John Wiley and Sons.
NCAT (National Center for Asphalt Technology) (2014). “NCAT researchers explore multiple uses of rejuvenators”, Asphalt Technology e-News, 26(1), 7-8.
Ölmez T. (2009). “The optimization of Cr (VI) reduction and removal by electrocoagulation using response surface methodology”, Journal of Hazardous Materials, 162, 1371-1378.
Peterson R., Soleymani H., Anderson, R. and McDaniel, R. (2000). “Recovery and testing of RAP binders from recycled asphalt pavements”, Journal of Association of Asphalt Paving Technologist, 69, 72-91.
Su, J.F., Qiu, J., Schlangen, E. and Wang, Y.Y. (2015). “Investigation the possibility of a new approach of using microcapsules containing waste cooking oil: In situ rejuvenation for aged bitumen”, Construction and Building Materials, 74, 83-92.
Taherkhani, H., and Noorian, F. (2018). “Comparing the effects of waste engine and cooking oil on the properties of asphalt concrete containing reclaimed asphalt pavement (RAP)”, Road Materials and Pavement Design, 21(5), 1238-1257.
Taherkhani, H. (2016). “Investigating the properties of asphalt concrete containing glass fibers and nano-clay”, Civil Engineering Infrastructure Journal, 49(1), 45-58.
Terrel, R.L. and Epps, J.A. (1989).  Using additives and modifiers in hot-mix asphalt, Quality Improvement Series QIP 114 Part A, National Asphalt Pavement Association, Lanham, MD.
Villanueva, A., Ho, S. and Zanzotto, L. (2008). “Asphalt modification with used lubricating oil”, Canadian Journal of Civil Engineering, 35, 148-157.
Wen, H., Bhusal, S. and Wen, B. (2012). “Laboratory evaluation of waste cooking oil-based bioasphalt as an alternative binder for hot mix asphalt”, Journal of Materials in Civil Engineering, 25, 1432-1437.
Zargar, M., Ahmadinia, E., Asli, H. and 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, 254-258.
Zaumanis, M. and Mallick, R.B., (2013). “Finite Element modeling of recycling agent diffusion in RAP binder film, Simulation of plant mixing process”, Multi-Scale Modeling and Characterization of Infrastructure Materials, Springer, 8(1), 407-419.
Zhang, D., Chen, M., Wu, S., Liu, J. and Amirkhanian, S. (2017). “Analysis of the relationships between waste cooking oil qualities and rejuvenated asphalt properties”, Journal of Materials, 10(5), 508-521.