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http://dx.doi.org/10.12989/cac.2014.13.4.531

A predictive model for compressive strength of waste LCD glass concrete by nonlinear-multivariate regression  

Wang, C.C. (Department of Civil Engineering and Geomatics, Cheng Shiu University)
Chen, T.T. (Department of Civil Engineering and Engineering Management, National Quemoy University)
Wang, H.Y. (Department of Civil Engineering, National Kaohsiung University of Applied Sciences)
Huang, Chi (Department of Civil Engineering, National Kaohsiung University of Applied Sciences)
Publication Information
Computers and Concrete / v.13, no.4, 2014 , pp. 531-545 More about this Journal
Abstract
The purpose of this paper is to develop a prediction model for the compressive strength of waste LCD glass applied in concrete by analyzing a series of laboratory test results, which were obtained in our previous study. The hyperbolic function was used to perform the nonlinear-multivariate regression analysis of the compressive strength prediction model with the following parameters: water-binder ratio w/b, curing age t, and waste glass content G. According to the relative regression analysis, the compressive strength prediction model is developed. The calculated results are in accord with the laboratory measured data, which are the concrete compressive strengths of different mix proportions. In addition, a coefficient of determination $R^2$ value between 0.93 and 0.96 and a mean absolute percentage error MAPE between 5.4% and 8.4% were obtained by regression analysis using the predicted compressive analysis value, and the test results are also excellent. Therefore, the predicted results for compressive strength are highly accurate for waste LCD glass applied in concrete. Additionally, this predicted model exhibits a good predictive capacity when employed to calculate the compressive strength of washed glass sand concrete.
Keywords
compressive strength; concrete; prediction model; waste glass; regression;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 Kin, K.L. (2007), "Use of thin film transistor liquid crystal display (TFT-LCD) waste glass in the production of ceramic tiles", J. Hazard. Mater., 48, 91-97.
2 Kou, S.C. and Poon, C.S. (2009), "Properties of self-compacting concrete prepared with recycled glass aggregate", Cement Concrete Compos, 31, 107-113.   DOI   ScienceOn
3 Lewis, C.D. (1982), Industrial and Business Forecasting Method.,London: Butterworth Scientific Publishers, London.
4 Limbachiya, M.C. (2009), "Bulk engineering and durability properties of washed glass sand concrete", Constr. Build. Mater., 23, 1078-1083.   DOI
5 Lin, K.L. (2007) ,"The effect of heating temperature of thin film transistor-liquid crystal display (TFT-LCD) electric-optical waste glass substitute partial clay as eco-brick", J. Cleaner Product., 15, 1755-1759.   DOI   ScienceOn
6 Lin, K.L., Shiu, H.S., Shie, J.L., Cheng, T.W. and Hwang, C.L. (2012), "Effect of composition on characteristics of thin film transistor liquid crystal display (TFT-LCD) waste glass-metakaolin-based geopolymers", Constr. Build. Mater., 36, 501-507.   DOI   ScienceOn
7 Mousavi, S.M., Aminian, P., Gandomi, A.H., Amir Hossein Alavi, A.H. and Bolandi, H.A. (2012), "New predictive model for compressive strength of HPC using gene expression programming", Adv. Eng. Softw., 45, 105-114.   DOI   ScienceOn
8 Murat, P., Erdogan, O., Ahmet, O. and M. Ishak Yuce. (2007),"Appraisal of long-term effects of fly ash and silica fume on compressive strength of concrete by neural networks", Constr. Build. Mater., 21, 384-394.   DOI   ScienceOn
9 Park, S.B., Lee, B.C. and Kim, J.H. (2004), "Studies on mechanical properties of concrete containing waste glass aggregate", Cement Concrete Res., 34, 2181-2189.   DOI   ScienceOn
10 Terro, M.J. (2006), "Properties of concrete made with recycled crushed glass at elevated temperatures", Build. Environ., 41, 633-639.   DOI   ScienceOn
11 Bashar, T. and Ghassan, N. (2009), "Utilizing waste recycled glass as sand/cement replacement in concrete", J. Mater. Civ. Eng.- ASCE, 21(12), 709-721.   DOI
12 Duncan, J.M. and Chang, C.Y. (1970), "Nonlinear analysis of stress and strain in soil", J. Soil Mech. Found. Div.- ASCE, 96(SM5), 1629-1653.
13 Huang, W.L. (2009), "A study on waste LCD glass applied in self-compacting concrete", Master Dissertation, National Kaohsiung University of Applied Sciences, Kaohsiung.
14 Wang, C.C. (2001), "Time-dependent hyperbolic model for clayey soil", Journal of Chinese Institute of Civil and Hydraulic Engineering , Chinese, August.
15 Hwang, K., Noguchi, T. and Tomosawa, F. (1999), "Numerical prediction model for compressive strength development of concrete containing fly ash", J. Struct. Constr. Eng., Architectural Institute of Japan, 519, 1-6.
16 Wang, H.Y. and Chen, J.S.(2008),"Study of thin film transition liquid crystal display(TFT-LCD) optical waste glass applied in early-high-strength controlled low strength materials", Comput. Concrete, 5(5), 491-501.   DOI
17 Topcu, I.B. and Canbaz, M. (2004), "Properties of concrete containing waste glass", Cement Concrete Res., 34, 267-274.   DOI   ScienceOn
18 Tseng, C.C. (2009), Competitiveness analysis of display panel industry in Taiwan and Korea (II), Quality mag., 45(2), 48-52.
19 Vahid, K.A. and Mohammad, T. (2010), "Prediction of 28-day compressive strength of concrete on the third day using artificial neural networks", Int. J. Eng., 3(6), 565-576.
20 Wang, H.Y. (2009), "A study of the engineering properties of waste LCD glass applied to controlled low strength materials concrete", Constr. Build. Mater., 23, 2127-2131.   DOI   ScienceOn
21 Wang, H.Y. and Huang, W.L. (2010a), "A study on the properties of flesh self-consolidating glass concrete (SCGC)", Constr. Build. Mater., 24, 619-624.   DOI   ScienceOn
22 Wang, H.Y. and Huang, W.L. (2010b), "Durability of self-consolidating concrete is using waste LCD glass", Constr. Build. Mater., 24, 1008-1013.   DOI   ScienceOn
23 Wang, F.C., Wang, Z.W., Zhang, N. and Zhang, Q.B. (2011), "Effects of waste glass aggregate on concrete strength", New Building Materials, Chinese.
24 Wang, H.Y. (2011), "The effect of the proportion of thin film transistor-liquid crystal display (TFT-LCD) optical waste glass as a partial substitute for cement in cement mortar", Constr. Build. Mater., 25, 791-797.   DOI   ScienceOn
25 Lin, K.L., Huang, W.J., Shie, J.L., Lee, T.C., Wang, K.S. and Lee, C.H. (2009), "The utilization of thin film transistor liquid crystal display waste glass as a pozzolanic material", J Hazard. Mater., 163, 916-921.   DOI   ScienceOn
26 Chen, S.H., Chang, C.S., Wang, H.Y. and Huang, W.L. (2011), "Mixture design of high performance recycled liquid crystal glasses concrete (HPGC)", Constr. Build. Mater., 25, 3886-3892.   DOI