Predicting Modulus of Elasticity of Recycled Aggregate Concrete Using Nonlinear Mathematical Models

Predicting Modulus of Elasticity of Recycled Aggregate Concrete Using Nonlinear Mathematical Models

Junior A. Reyes-Sánchez | Antonio J. Tenza-Abril | Ferran Verdu | José A. Reyes Perales 

Department of Civil Engineering, National Autonomous University of Honduras, Honduras

Department of Civil Engineering, University of Alicante, Spain

Department of Applied Mathematics, University of Alicante, Spain

Page: 
703-715
|
DOI: 
https://doi.org/10.2495/CMEM-V6-N4-703-715
Received: 
N/A
| |
Accepted: 
N/A
| | Citation

OPEN ACCESS

Abstract: 

It is estimated that currently the consumption of natural aggregates used annually in the production of concrete in the world is around 10 billion tons. Moreover, more than 10 million tons of waste is generated annually from the construction industry. The incorporation of recycled aggregates in the production of concrete arises mainly due to an environmental factor, because it emphasizes the reduction in the consumption of raw materials, reduction of the emission of pollutants to the atmosphere derived from the processes of extraction of natural aggregates, between others. Several studies quantifies the decrease of mechanical properties according to the percentage of replacement of natural aggregate by recycled concrete aggregate. In the present study the authors provide several nonlinear models, which are able to predict the modulus of elasticity behaviour of the concrete manufactured with recycled aggregate. A database was composed of 147 different mixtures of recycled aggregate concrete collected from publications of scientific journals. The database has been used to introduce it to the software Polimodels. Polimodels is able to generate different models using different nonlinear regression algorithms. Six different models for the modulus of elasticity are proposed, dependents on certain physical and mechanical parameters of the recycled aggregate, as the following; the percentage of absorption, Los Angeles abrasion coefficient, and the percentage of substitution of natural aggregate by recycled aggregate. It is possible to appreciate the remarkable reduction in the modulus of elasticity due to the increase of recycled aggregates in the concrete. When the models have more independent variables    a better adjustment is noticed that help us to improve the prediction of the modulus of elasticity of recycled aggregate concrete.

Keywords: 

elastic modulus, nonlinear models, prediction, recycled aggregates, recycled concrete

  References

[1] Rahal, K., Mechanical properties of concrete with recycled coarse aggregate. Building and Environment, 42, pp. 407–415, 2007. https://doi.org/10.1016/j.buildenv.2005.07.033

[2] Corinaldesi, V., Mechanical and elastic behaviour of concretes made of recycledconcrete coarse aggregates. Construction and Building Materials, 24, pp. 1616–1620, 2010.https://doi.org/10.1016/j.conbuildmat.2010.02.031

[3] Etxeberria, M., Vazquez, E., Mari, A. & Barra, M., Influence of amount of recycled coarse aggregates and production process on properties of recycled aggregate concrete. Cement and Concrete Research, 37, pp. 735–742, 2007. https://doi.org/10.1016/j.cemconres.2007.02.002

[4] Sagoe-Crentsil, K.K., Brown, T. & Taylor, A.H., Performance of concrete made with commercially produced coarse recycled concrete aggregate. Cement and Concrete Research, 31, pp. 707–712, 2001.https://doi.org/10.1016/s0008-8846(00)00476-2

[5] Safiuddin, M., Alengaram, U.J., Rahman, M.M., Salam, M.A. & Jumaat, M.Z., Use of recycled concrete aggregate in concrete: a review. Journal of Civil Engineering and Management, 19, pp. 796–810, 2013.https://doi.org/10.3846/13923730.2013.799093

[6] Tabsh, S.W. & Abdelfatah, A.S., Influence of recycled concrete aggregates on strength properties of concrete. Construction and Building Materials, 23, pp. 1163–1167, 2009. https://doi.org/10.1016/j.conbuildmat.2008.06.007

[7] Rao, M.C., Bhattacharyya, S.K. & Barai, S.V., Influence of field recycled coarse aggregate on properties of concrete. Materials and Structures, 44, pp. 205–220, 2011. https://doi.org/10.1617/s11527-010-9620-x

[8] McNeil, K. & Kang, T.H.K., Recycled concrete aggregates: a review. International Journal of Concrete Structures and Materials, 7, pp. 61–69, 2013. https://doi.org/10.1007/s40069-013-0032-5

[9] Topcu, I.B. & Guncan, N.F., Using waste concrete as aggregate. Cement and Concrete Research, 25, pp. 1385–1390, 1995.https://doi.org/10.1016/0008-8846(95)00131-u

[10] Ministerio de Fomento, EHE-08: Code on structural concrete: Articles and annexes. Ministerio de Fomento, Madrid, 2011.

[11] American Concrete Institute, Building code requirements for structural concrete (ACI 318-08) and commentary, American Concrete Institute, Farmington Hills, Michigan, 2008.

[12] Padmini, A.K., Ramamurthy, K. & Mathews, M.S., Influence of parent concrete on the properties of recycled aggregate concrete. Construction and Building Materials, 23, pp. 829–836, 2009.https://doi.org/10.1016/j.conbuildmat.2008.03.006

[13] Barbudo, A., de Brito, J., Evangelista, L., Bravo, M. & Agrela, F., Influence of waterreducing admixtures on the mechanical performance of recycled concrete. Journal of Cleaner Production, 59, pp. 93–98, 2013. https://doi.org/10.1016/j.jclepro.2013.06.022

[14] Bravo, M., de Brito, J., Pontes, J. & Evangelista, L., Mechanical performance of concrete made with aggregates from construction and demolition waste recycling plants. Journal of Cleaner Production, 99, pp. 59–74, 2015. https://doi.org/10.1016/j.jclepro.2015.03.012

[15] Cui, H.Z., Shi, X., Memon, S.A., Xing, F. & Tang, W., Experimental study on the influence of water absorption of recycled coarse aggregates on properties of the resulting concretes. Journal of Materials in Civil Engineering, 27, pp. 1–9, 2015. https://doi.org/10.1061/(asce)mt.1943-5533.0001086

[16] Gomes, M., de Brito, J. & Bravo, M., Mechanical performance of structural concrete with the incorporation of coarse recycled concrete and ceramic aggregates. Journal of Materials in Civil Engineering, 26, pp. 1–10, 2014. https://doi.org/10.1061/(asce)mt.1943-5533.0000973

[17] Ismail, S. & Ramli, M., Mechanical strength and drying shrinkage properties of concrete containing treated coarse recycled concrete aggregates. Construction and Building Materials, 68, pp. 726–739, 2014.https://doi.org/10.1016/j.conbuildmat.2014.06.058

[18] Pepe, M., Toledo, R.D., Koenders, E.A.B. & Martinelli, E., Alternative processing procedures for recycled aggregates in structural concrete. Construction and Building Materials, 69, pp. 124–132, 2014.https://doi.org/10.1016/j.conbuildmat.2014.06.084

[19] Purushothaman, R., Amirthavalli, R.R. & Karan, L., Influence of treatment methods on the strength and performance characteristics of recycled aggregate concrete. Journal of Materials in Civil Engineering, 27, pp. 1–7 ,2015. https://doi.org/10.1061/(asce)mt.1943-5533.0001128

[20] Sheen, Y.N., Wang, H.Y., Juang, Y.P., Le, D.H., Assessment on the engineering properties of ready-mixed concrete using recycled aggregates, Construction and Building Materials, 45, pp. 298–305, 2013.https://doi.org/10.1016/j.conbuildmat.2013.03.072

[21] Xiao, J.Z., Li, J.B. & Zhang, C., Mechanical properties of recycled aggregate concrete under uniaxial loading. Cement and Concrete Research, 35, pp. 1187–1194, 2005. https://doi.org/10.1016/j.cemconres.2004.09.020

[22] Xuan, D.X., Zhan, B.J., Poon, C.S., Assessment of mechanical properties of concrete incorporating carbonated recycled concrete aggregates. Cement & Concrete Composites, 65, pp. 67–74, 2016.https://doi.org/10.1016/j.cemconcomp.2015.10.018

[23] Zega, C.J. & Di Maio, A.A., Recycled concretes made with waste ready-mix concrete as coarse aggregate. Journal of Materials in Civil Engineering, 23, pp. 281–286, 2011. https://doi.org/10.1061/(asce)mt.1943-5533.0000165

[24] Dilbas, H., Simsek, M. & Cakir, O., An investigation on mechanical and physical properties of recycled aggregate concrete (RAC) with and without silica fume. Construction and Building Materials, 61, pp. 50–59, 2014.https://doi.org/10.1016/j.conbuildmat.2014.02.057

[25] Verdu, F., Un algoritmo para la construcción múltiple de modelos matemáticos no lineales y el estudio de su estabilidad, Thesis, Alicante, pp. 1–617, 2004.

[26] Verdu, F. & Villacampa, Y., A computational algorithm for the multiple generation of nonlinear mathematical models and stability study. Advances in Engineering Software, 39, pp. 430–437, 2008.https://doi.org/10.1016/j.advengsoft.2007.03.004

[27] Verdu, F. & Villacampa, Y., A computer program for a Monte Carlo analysis of sensitivity in equations of environmental modelling obtained from experimental data. Advances in Engineering Software, 33, pp. 351–359, 2002.https://doi.org/10.1016/s0965-9978(02)00023-6

[28] Martínez, E., Errores frecuentes en la interpretación del coeficiente de determinación lineal. Anuario Jurídico y Económico Escurialense, 38, pp. 1133–3677, 2005.

[29] de Myttenaere, A., Golden, B., Le Grand, B. & Rossi, F., Mean absolute percentage error for regression models. Neurocomputing, 192, pp. 38–48, 2016. https://doi.org/10.1016/j.neucom.2015.12.114

[30] Bairagi, N.K., Ravande, K. & Pareek, V.K., Behavior of concrete with different proportions of natural and recycled aggregates. Resources Conservation and Recycling, 9, pp. 109–126, 1993.https://doi.org/10.1016/0921-3449(93)90036-f