MODELLING AND OPTIMISATION OF PROPERTIES OF HARDENED CALCINED CLAY-CALCIUM CARBIDE WASTE-BASED MORTAR USING RESPONSE SURFACE METHODOLOGY
DOI:
https://doi.org/10.67358/njt.2026.6319Keywords:
Response Surface Methodology, RSM, Modelling, Optimisation, Multivariable, Pozzolanic reactionAbstract
The rise in demand for sustainable cementitious materials has driven interest in supplementary binders that use less Ordinary Portland Cement (OPC) without sacrificing performance. This study used a Central Composite Design-based Response Surface Methodology (RSM) to model and optimise the properties of hardened mortar containing calcined Ifonyintedo clay (CIC) and calcium carbide waste (CCW) as partial replacements for Portland Limestone Cement (CEM II), capturing the multivariable and interactive effects of hydration and pozzolanic reactions that are not addressed by conventional single-factor experimental methods. The influence of CEM II, CIC, and CCW contents, water–binder ratio, and curing age on compressive strength, density, and water absorption was systematically analysed, while thermogravimetric analysis (TGA), X-ray diffraction (XRD), and scanning electron microscopy (SEM) were used to characterise hydration products, phase assemblage, and microstructural evolution. Predictive models were developed and experimentally validated, with prediction errors below 5 %. Microstructural and phase analyses confirmed enhanced C–S–H formation and matrix densification at the optimum mix composition of 75.69 weight per cent (wt %) of CEM II, 19.13 wt % of CIC, and 5.20 wt % of CCW, at a water–binder ratio of 0.325. This optimum mix achieved a compressive strength of 39.1 MPa, a density of 2070 kg/m³, and a water absorption of 0.030 at 90 days. The results indicated that the partial replacement of CEMII with CIC–CCW can significantly reduce cement use while maintaining adequate mechanical and durability performance, thereby validating their viability as sustainable cementitious alternatives.
References
[1] United Nations Department of Economic and Social Affairs. 68% of the World Population Projected to Live in Urban Areas by 2050. United Nations, New York, NY, USA, 16 May 2018. Available online: https://www.un.org/development/desa/en/news/population/2018-revision-of-world-urbanization-prospects.html
[2] Akindahunsi, A. A., Avet, F., and Scrivener, K. “The Influence of some calcined clays from Nigeria as clinker substitute in cementitious systems,” Case Studies in Construction Materials, 13, p. e00443, 2020. doi: https://doi.org/10.1016/j.cscm.2020.e00443.
[3] Arum, R. C., Arum, R., and Alabi, S. A. “The highs and lows of incorporating pozzolans into concrete and mortar: A review on strength and durability,” Nigerian Journal of Technology, 41(2), pp. 197–211, 2022. http://dx.doi. org/10.4314/njt.v41i2.1
[4] Rubayat, K. M., Bediwy, A., Kanaan, D., Alam, M. S., and Hossain, K. M. A. “Valorisation of partially combusted wood fly ash with nano-silica as low-impact alternative to coal fly ash in cementitious composites,” Journal of Clean Production, 538, pp. 147-151, 2026. https://doi.org/10.1016/j.jclepro.2026.147251
[5] Scrivener, K., Martirena, F., Bishnoi, S., and Maity, S. “Calcined clay limestone cements (LC3),” Cement and Concrete Research, 114, pp. 49–56, 2018. https://doi.org/10.1016/j.cemconres.2017.08.017
[6] Adamu, M., Olutoye, M. A., Eterigho, E. J., and Yahya, M. D. “Response Surface Methodology (RSM) optimisation and characterisation of silica production from Bida rice husk,” in Proceedings of Academic Conference, Mediterranean Resources, Publication, International, Usmanu Danfodiyo Univ., Sokoto, 7, pp. 33-38, 2025. https://doi.org/10.70383/mejnsar.v7i9.030
[7] Teong, S. P., and Zhang, Y. “Calcium carbide and its recent advances in biomass conversion,” Journal of Bioresources and Bioproducts, 5(2), pp. 96-100, 2020. https://doi.org/10.1016/j.jabab.2020.03.001
[8] Adedokun, S. I., Oluremi, J. R., Mark, D. O., Anifowose, M. A., and Lawal, A. R. “Effects of substitution of cement with ground granulated slag on concrete,” Nigerian Journalof Technology, 43(3), pp. 400–410, 2024. https://doi.org/10.4314/njt.v43i3.1
[9] Ogunro, A. S., Usman M. A., Ikponmwosa, E. E., and Owolabi, R. U. “Optimisation and modeling of fresh state properties of cement-calcined clay-calcium carbide waste pastes using the RSM,” Advances in Cement and Concrete Materials Research, 51, pp.118-127, 2025. https://doi.org/10.21741/9781644903537-14
[10] Ikponmwosa, E. E., Olonade, Sulaiman, A. O., Akintunde, E. O., Enikanolog, N. O., and Kehinde, O. A. “Mix design optimisation of high-performance concrete using local materials.” Nigerian Journal of Technology, 42(2), pp. 167 – 174, 2023. https://doi.org/10.4314/njt.v42i
[11] Li, Z., Lu, D., Gao, X. “Optimisation of mixture proportions by statistical experimental design using response surface method,” Journal of Building Engineering, 36, p. 101, 2021. https://doi.org/10.1016/j.jobe.2020.101617.
[12] Lin, R.-S., Han, Y., Wang, X. Y. “Experimental study on optimum proportioning of Portland cements, limestone, metakaolin, and fly ash for obtaining quaternary cementitious composites,” Case Studies in Construction. Materials, 15, p. e00691 2021. doi: 10.1016/j.cscm.2021.e00691.
[13] Ogunro, A. S., Usman M. A., Ikponmwosa, E. E., and Owolabi, R. U. “Applicability of calcined clay and CCW in cement mixes for development of pozzolanic binder,” Nigerian Journal of Technology, 44(1), p.411420, 2025. https://doi.org/10.4314/njt.v44i1.1
[14] Zhou, D., Wang, R., Tyrer, M., Wong, H., and Cheeseman, C. “Sustainable infrastructure development through the use of calcined excavated waste clay,” Journal of Cleaner Production, vol. 168, pp. 11801192, 2017. doi: https://doi.org/10.1016/j.jclepro.201 7.09.098.
[15] Jaskulski, R., JóźwiakNiedźwiedzka, D. and Yakymechko, Y., “Calcined Clay as supplementary cementitious material,” Materials, 13(21), p. 4734, 2020. doi: 10.3390/ma13214734
[16] Islam, M. S., Kar, P., Maleque, M. S. E., and Mohr, B. J. “Properties of calcined clay blended ASTM Type IL cementitious materials,” Next Materials, 9, p. 101053, 2025. https://doi.org/10.1016/j.nxmate.2025.101053
[17] Quiatchon, P. R. J., Dollente, I. J. R., Abulencia, A. B., Libre Jr, R. G. D. G., Villoria, M. B. D., Guades, E. J., Promentilla, M. A. B., and Ongpeng, J. M. C. ”Investigation on the compressive strength and time of setting of low-calcium fly ash geopolymer paste using response surface methodology,” Polymers, 13(20), p. 3461, 2021. https://doi.org/10.3390/polym13203461
[18] BS EN 197. Cement Part 1: Composition, Specifications, and Conformity Criteria for Common Cements, 2011
[19] BS EN 196. Methods of testing cement - Part 1: Determination of strength. London, 2016.
[20] Ikponmwosa, E., Fapohunda, C., and Ehikhuenmen, S. “Suitability of Polyvinyl Waste Powder as Partial Replacement for Cement in Concrete Production,” Nigerian Journal of Technology, 33(4), pp. 504, 2014, doi: https://doi.org/10.4314/njt.v33 i4.11.
[21] European Committee for Standardization, EN 1008: Methods of Test for Water for Making Concrete, British Standards Institution, London, U.K., 2002.
[22] ASTM C830-00, Standard Test Methods for Apparent Porosity, Liquid Absorption, Apparent Specific Gravity, and Bulk Density of Refractory Shapes by Vacuum Pressure, ASTM International, West Conshohocken, PA, USA, 2016.
[23] Bhatty, J. I. “Hydration versus strength in a Portland cement developed from domestic mineral waste-A comparative study,” ThermochimicaActa, 106, pp. 93-103, 1986. https://doi.org/10.1016/0040-6031(86)80020-2
[24] Zunino, F., Haha, M. B., Skibsted, J., Joseph, S., Krishnan, S., Parashar, A., and Juenger, M. “Hydration and mixture design of calcined clay blended cement: review by the RILEM TC 282-CCL,” 55(9), 2022. doi: https://doi.org/10.1617/s11527022-02060-1.
[25] Gora, A. M., Ogork, E. N., and Haruna, S. I. “Effect of CCW as an admixture in mortar,” Scholars Journal of Engineering and Technology, 5(11), pp. 655–660, 2017. https://doi.org/10.21276/sjet.2017.5.11.6
[26] Kabilis D. M., Ejike, I. K., Amartey, Y. D., Lawan, A., and Nyela, J. Y. “Laboratory Experiment on the Effect of CCW and Metakaolin on Strength and Durability Properties of Blended Concrete,” Covenant Journal of Engineering Technology, 6, pp. 12-20, 2023. https://journals.covenantuniversity.edu.ng/index.php/cjet/article/view/3798
[27] Hollanders, S., Adriaens, R., Skibsted, J., Cizer, O., and Elsen, J. “Pozzolanic reactivity of pure calcined clays. Applied Clay Science 133, pp. 552–560, 2016. https://doi.org/10.1016/j.clay.2016.08.003
[28] Juenger, M.C., Snellings, R., and Bernal, S.A “SCMs: New sources, characterisation, and performance insights,” Cement and Concrete Research, 122, pp. 257–273, 2019. https://doi.org//10.1016/j.cemconres.2019.05.008
[29] Zhou, D. “Developing Supplementary Cementitious Materials from Waste London Clay,” PhD dissertation, Imperial College London, London, U.K., 2016.
[30] Zayed, A., Shanahan, N., Sedaghat, A., Stetsko, Y., and Lorentz, B.“Development of calcined clays as pozzolanic additions in portland cement concrete mixtures,”University of South Florida, Department of Civil and Environmental Engineering, Tampa, FL, USA: Department of Civil and Environmental Engineering, University of South Florida, pp.4551, 2018. https://doi.org/10.1190/usfd.2018.25977
[31] Provis, J. L. “Alkali-activation of calcined clays–past, present and future. In: Calcined clays for sustainable concrete,” Springer, pp. 372–376, 2018.
[32] Kosar, H., Yasemin, A., Mehmet Can, D., OwYang, C. W., and Ali Gulgun, M. “Effect of metakaolin and lime on strength development of blended cement paste,” Construction materials, 2(4), pp.297-313, 2022. doi: https://doi.org/10.3390/constrmater2040019.
[33] Wang, Q., Wang, Y., Gu, X., Liu, J., and Xu, X. “Study on the properties and hydration mechanism of calcium carbide residue-based low-carbon cementitious materials,” Buildings, 14(5), pp. 1259, 2024. https://doi.org/10.3390/buildings14051259
[34] Pantić, V., Šupić, S., Vučinić-Vasić, M., Nemeš, T., Malešev, M., Lukić, I., and Radonjanin, V. “Effects of grinding methods and water-to-binder ratio on the properties of cement mortars blended with bio-ceramic powder,” Materials, 16(6), p. 2443, 2023. https://doi.org/10.3390/ma16062443
[35] Bawab, J., El-Hassan, H., El-Dieb, A., Khatib, J., and El-Mir, A. “Utilisation of calcium carbide residue as a concrete component: A comprehensive review,” Case Studies in Construction Materials, 22(e04823), 2025. doi: 10.1016/j.cscm.2025.e04823.
[36] Nigeria Industrial Standard, Cement, Composition, specifications and conformity criteria for common cements, NIS 444-1:2018, Standards Organisation of Nigeria, 2018.
[37] ASTM C618. Specifications for Coal Fly Ash and Raw or Calcined Natural Pozzolan for Use in Concrete, ASTMs, West Conshohocken; 2022.
[38] Sui, H., Hou, P., Liu, Y., Sagoe-Crentsil, K., Basquiroto de Souza, F., and Duan, W. “Limestone Calcined Clay Cement: Mechanical Properties, Crystallography, and Microstructure Development,” Journal of Sustainable Cement-Based Materials, 12, pp.1–14, 2022. https://doi.org/10.1080/21650373.2022.2059717
[39] Zarzuela Sánchez, R., Luna Aguilera, M. J., Martínez Carrascosa, L. A., Yeste Siguenza, M. D. P., Garcia-Lodeiro, I., Blanco-Varela, M. T., Mosquera Díaz, M. J. “Producing C-S-H gel by reaction between silica oligomers and portlandite,” Cement and Concrete Research,
130, pp. 106008–106008, 2020. doi: https://doi.org/10.1016/j.cemconres.2020.106008.
[40] Alujas, A., Fernández, R., Quintana, R., Scrivener, K. L., and Martirena, F. “Pozzolanic reactivity of low-grade kaolinitic clays: Influence of calcination temperature and impact of calcination products on OPC hydration,” Applied Clay Science, 108, pp. 94–101, 2015. doi: https://doi.org/10.1016/j.clay. 2015.01.028.
[41] Ojaruega, A. M. “Hydration of Binary and Tertiary Fly Ash and Quicklime Blended Cement Paste System,” M.Sc. thesis, Univ. of North Carolina at Charlotte, Charlotte, NC, USA, pp. 145-150 2018.
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