Michael Toryila TİZA, Samson IMONİ, Mogbo ONYEBUCHİ, Ebenezer Ogırıma AKANDE, Victoria Hassana JİYA, Collins ONUZULİKE
Compressive Strength Prediction Using Linear Regression Method
Compressive Strength Prediction Using Linear Regression Method
This study investigates the compressive strength of cement kiln replacement mixtures using a mechanistic modeling approach. The objective is to establish a mathematical model that predicts the compressive strength based on the percentage of cement kiln replacement. The study analyzed data from various replacement percentages ranging from 10% to 35% and their corresponding compressive strength values. A linear regression model was developed to capture the relationship between the replacement percentage and compressive strength. The model exhibited a good fit to the data, with a mean squared error of approximately 0.0254. Confidence intervals were calculated to provide a range of predicted compressive strength values at different replacement percentages. The findings of this study contribute to understanding the mechanical behavior of cement kiln replacement mixtures and offer insights for optimizing mixture designs. The developed mathematical model can serve as a valuable tool for engineers and researchers in the construction industry, aiding in the estimation of compressive strength for various cement kiln replacement scenarios.
Keywords:
Cement kiln Replacement, Compressive Strength, Mechanistic Modeling, Mathematical model, linear regression.,
___
- Abukhashaba MI, Mostafa MA, Adam IA. (2014) Behavior of self-compacting fiber reinforced concrete containing cement kiln dust. Alexandria Engin. J., 53(2), 341–354. https://doi.org/10.1016/j.aej.2014.03.006
- Agwa IS, Ibrahim OMO, (2019) Fresh and hardened properties of self-compacting concrete containing of cement kiln dust. Chal. J. Concrete Res. Let., 10(1), 13. https://doi.org/10.20528/cjcrl.2019.01.003
- Ahmad S, Hakeem I, Maslehuddin M, (2014) Development of UHPC Mixtures Utilizing Natural and Industrial Waste Materials as Partial Replacements of Silica Fume and Sand. The Scientific World Journal, 2014, 1–8. https://doi.org/10.1155/2014/713531
- Al-Harthy AS, Taha R, Al-Maamary F, (2003) Effect of cement kiln dust (CKD) on mortar and concrete mixtures. Const. & Build. Mat., 17(5), 353-360. https://doi.org/10.1016/s0950-0618(02)00120-4
- Gauch HG, Hwang JTG, Fick GW, (2003) Model Evaluation by Comparison of Model‐Based Predictions and Measured Values. Agro. J., 95(6), 1442–1446. https://doi.org/10.2134/agronj2003.1442
- Kunal, Siddique R, Rajor A, (2012) Use of cement kiln dust in cement concrete and its leachate characteristics. Resour., Conser. & Recy, 61, 59–68. https://doi.org/10.1016/j.resconrec.2012.01.006
- Majdi HS, Shubbar AA, Nasr MS, Al-Khafaji ZS, Jafer H, Abdulredha M, Masoodi ZA, Sadique M, Hashim K, (2020) Experimental data on compressive strength and ultrasonic pulse velocity properties of sustainable mortar made with high content of GGBFS and CKD combinations. Data in Brief, 31, 105961. https://doi.org/10.1016/j.dib.2020.105961
- Maslehuddin M, Al-Amoudi OSB, Rahman MK, Ali MR, Barry MS, (2009) Properties of cement kiln dust concrete. Const & Build Mat, 23(6), 2357–2361. https://doi.org/10.1016/j.conbuildmat.2008.11.002
- Rodríguez Viacava I, Aguado de Cea A, Rodríguez de Sensale G, (2012) Self-compacting concrete of medium characteristic strength. Const & Build Mat, 30, 776–782. https://doi.org/10.1016/j.conbuildmat.2011.12.070
- Shoaib MM, Balaha MM, Abdel-Rahman AG, (2000) Influence of cement kiln dust substitution on the mechanical properties of concrete. Cement and Concrete Res., 30(3), 371–377. https://doi.org/10.1016/s0008-8846(99)00262-8
- Siddique R, (2006) Utilization of cement kiln dust (CKD) in cement mortar and concrete—an overview. Resour., Conser. & Recy, 48(4), 315–338. https://doi.org/10.1016/j.resconrec.2006.03.010
- Tiza, M. T., Ogunleye, E., Jiya, V., Onuzulike, C., Akande, E., & Terlumun, S. (2023). Integrating Sustainability into Civil Engineering and the Construction Industry. J. Cement Based Composites, 4(1), 1–11. https://doi.org/10.36937/cebacom.2023.5756
- Udoeyo, F. F., & Hyee, A. (2002). Strengths of Cement Kiln Dust Concrete. Journal of Materials in Civil Engineering, 14(6), 524–526. https://doi.org/10.1061/(asce)0899-1561(2002)14:6(524)
- Utsev T, Tiza M, Sani HA, Sesugh T, (2022) Sustainability in the civil engineering and construction industry: A review. J. Sust. Const. Mat & Tech. 1(7): 30-39 https://doi.org/10.14744/jscmt.2022.11
- Yang K-H, Kim G-H, Choi Y-H, (2014) An initial trial mixture proportioning procedure for structural lightweight aggregate concrete. Const & Build Mat, 55, 431–439. https://doi.org/10.1016/j.conbuildmat.2013.11.108
- Zeyad, A. M., Magbool, H. M., Tayeh, B. A., Garcez de Azevedo, A. R., Abutaleb, A., & Hussain, Q. (2022). Production of geopolymer concrete by utilizing volcanic pumice dust. Case Studies in Const. Mat., 16, e00802. https://doi.org/10.1016/j.cscm.2021.e00802
- ISSN: 1307-0428
- Yayın Aralığı: Yılda 4 Sayı
- Başlangıç: 2006
- Yayıncı: Selçuk Üniversitesi