journal article·2025-08-29Open access

Multi-objective Optimisation of One-Part Slag–Flyash–Microsilica Based Alkali-Activated Ternary Binder Mixes

H. M. Jagadisha, Poornachandra Pandit, Shreelaxmi Prashant, Lalit Bhole, Yashodhan Singh, Ojas Verma, Mithesh Kumar

Abstract

Abstract The study reports the properties of slag–flyash–microsilica ternary blended one-part alkali-activated binder system. Microsilica, characterised by high surface area, helps in reducing porosity and also the presence of active silica contributes enhancing the reactivity of binders, while flyash and GGBS offer aluminosilicates to support alkali activation. Taguchi’s design of experiment, integrated with Taguchi grey relational analysis (GRA) is employed to determine the optimal precursor blends, water content and activator dosages to achieve setting times, flow characteristics and compressive strength comparable to conventional OPC. The optimised mix exhibited flowability of 120%, an IST of 46 min, FST of 95 min, and compressive strengths of 54.65 MPa and 69.75 MPa at 7 and 28 days, respectively. The predicted results of the proposed regression model were experimentally validated, with deviations not exceeding 5%. Furthermore, microstructural analyses were performed using a scanning electron microscope (SEM) with energy dispersive X-ray spectroscopy (EDS), X-ray diffraction (XRD), and Fourier transform infrared spectroscopy (FTIR) to examine changes in morphology, mineral phases, and molecular bonding of the binder mixes, respectively. The microanalysis has confirmed formation of dense C/N-A-S-H resembling gels as product of alkali-activation.. Carbon footprint, eco-efficiency and cost analysis were performed and found that the optimised mix is an eco-friendly alternative to OPC-based binders. Graphical Abstract
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Concrete and Cement Materials Research · Magnesium Oxide Properties and Applications · Recycling and utilization of industrial and municipal waste in materials production

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References (60)

Show source-provided references
1. Alhassan, M., Alkhawaldeh, A., Betoush, N., Alkhawaldeh, M., Huseien, G. F., Amaireh, L., & Elrefae, A. (2023). Life cycle assessment of the sustainability of alkali-activated binders. Biomimetics, 8(1), 58. https://doi.org/10.3390/biomimetics801005810.3390/biomimetics8010058 ↗
2. Alsalman, A., Assi, L. N., Kareem, R. S., Carter, K., & Ziehl, P. (2021). Energy and CO2 emission assessments of alkali-activated concrete and Ordinary Portland Cement concrete: A comparative analysis of different grades of concrete. Cleaner Environmental Systems, 3, 100047. https://doi.org/10.1016/J.CESYS.2021.10004710.1016/J.CESYS.2021.100047 ↗
3. Amer, I., Abdelkhalik, A., Mayhoub, O. A., & Kohail, M. (2024). Development of Sustainable slag-based geopolymer concrete using different types of chemical admixtures. International Journal of Concrete Structures and Materials. https://doi.org/10.1186/s40069-024-00672-110.1186/s40069-024-00672-1 ↗
4. Amer, I., Kohail, M., El-Feky, M. S., Rashad, A., & Khalaf, M. A. (2021). Characterization of alkali-activated hybrid slag/cement concrete. Ain Shams Engineering Journal, 12(1), 135–144. https://doi.org/10.1016/j.asej.2020.08.00310.1016/j.asej.2020.08.003 ↗
5. ASTM C1437-01: Standard Test Method for Flow of Hydraulic Cement Mortar. (2020). ASTM.
6. Cheah, C. B., Samsudin, M. H., Ramli, M., Part, W. K., & Tan, L. E. (2017). The use of high calcium wood ash in the preparation of Ground Granulated Blast Furnace Slag and Pulverized Fly Ash geopolymers: A complete microstructural and mechanical characterization. Journal of Cleaner Production, 156, 114–123. https://doi.org/10.1016/J.JCLEPRO.2017.04.02610.1016/J.JCLEPRO.2017.04.026 ↗
7. Deir, E., Gebregziabiher, B. S., & Peethamparan, S. (2014). Influence of starting material on the early age hydration kinetics, microstructure and composition of binding gel in alkali activated binder systems. Cement and Concrete Composites, 48, 108–117. https://doi.org/10.1016/J.CEMCONCOMP.2013.11.01010.1016/J.CEMCONCOMP.2013.11.010 ↗
8. Ding, Y., Dai, J. G., & Shi, C. J. (2016). Mechanical properties of alkali-activated concrete: A state-of-the-art review. Construction and Building Materials, 127, 68–79. https://doi.org/10.1016/j.conbuildmat.2016.09.12110.1016/j.conbuildmat.2016.09.121 ↗
9. Elahi, M. M. A., Hossain, M. M., Karim, M. R., Zain, M. F. M., & Shearer, C. (2020). A review on alkali-activated binders: Materials composition and fresh properties of concrete. Construction and Building Materials, 260, 119788. https://doi.org/10.1016/J.CONBUILDMAT.2020.11978810.1016/J.CONBUILDMAT.2020.119788 ↗
10. Faridmehr, I., Fahim Huseien, G., & Hajmohammadian Baghban, M. (2020). Evaluation of mechanical and environmental properties of engineered alkali-activated green mortar. Materials, 13(18), 4098. https://doi.org/10.3390/ma1318409810.3390/ma13184098 ↗
11. Farooq, F., Jin, X., Faisal Javed, M., Akbar, A., Izhar Shah, M., Aslam, F., & Alyousef, R. (2021). Geopolymer concrete as sustainable material: A state of the art review. Construction and Building Materials, 306, 124762. https://doi.org/10.1016/j.conbuildmat.2021.12476210.1016/j.conbuildmat.2021.124762 ↗
12. Fernández-Jiménez, A., Palomo, A., & Criado, M. (2005). Microstructure development of alkali-activated fly ash cement: A descriptive model. Cement and Concrete Research, 35(6), 1204–1209. https://doi.org/10.1016/j.cemconres.2004.08.02110.1016/j.cemconres.2004.08.021 ↗
13. Geraldo, R. H., Gonçalves, J. P., & Camarini, G. (2023). Mechanical properties of an eco-friendly one-part alkali-activated binder: Influence of metakaolin and water content. Ceramics International, 49(8), 11854–11864. https://doi.org/10.1016/J.CERAMINT.2022.12.03210.1016/J.CERAMINT.2022.12.032 ↗
14. Gok, S. G., & Sengul, O. (2024). Enhancing mechanical properties of alkali-activated slag SIFCON for sustainable construction using recycled glass and tire-derived waste steel fibers. International Journal of Concrete Structures and Materials. https://doi.org/10.1186/s40069-024-00724-610.1186/s40069-024-00724-6 ↗
15. Hadi, M. N. S., Farhan, N. A., & Sheikh, M. N. (2017). Design of geopolymer concrete with GGBFS at ambient curing condition using Taguchi method. Construction and Building Materials, 140, 424–431. https://doi.org/10.1016/j.conbuildmat.2017.02.13110.1016/j.conbuildmat.2017.02.131 ↗
16. Hamada, H. M., Abed, F., Binti Katman, H. Y., Humada, A. M., Al Jawahery, M. S., Majdi, A., Yousif, S. T., & Thomas, B. S. (2023). Effect of silica fume on the properties of sustainable cement concrete. Journal of Materials Research and Technology, 24, 8887–8908. https://doi.org/10.1016/J.JMRT.2023.05.14710.1016/J.JMRT.2023.05.147 ↗
17. Hamsashree, Pandit, P., Prashanth, S., & Katpady, D. N. (2024). Durability of alkali-activated fly ash-slag concrete- state of art. Innovative Infrastructure Solutions. https://doi.org/10.1007/s41062-024-01530-510.1007/s41062-024-01530-5 ↗
18. IS 12269: Ordinary Portland Cement, 53 Grade—Specification. (2013). Bureau of Indian Standards. https://bis.gov.in/
19. IS 4031-5: Methods of physical tests for hydraulic cement, Part 5: Determination of initial and final setting times. (2005). Bureau of Indian Standards. https://bis.gov.in/
20. IS 4031-6: Methods of Physical Tests for Hydraulic Cement Part 6: Determination of compressive strength of hydraulic cement other than masonry cement. (2005). Bureau of Indian Standards. https://bis.gov.in/
21. IS 5512: Specification for flow table for use in tests of hydraulic cements and pozzolanic materials. (1983). Bureau of Indian Standards. https://bis.gov.in
22. Jaradat, Y., & Matalkah, F. (2023). Effects of micro silica on the compressive strength and absorption characteristics of olive biomass ash-based geopolymer. Case Studies in Construction Materials, 18, Article e01870. https://doi.org/10.1016/J.CSCM.2023.E0187010.1016/J.CSCM.2023.E01870 ↗
23. Jeffrey Kuo, C.-F., Su, T.-L., Jhang, P.-R., Huang, C.-Y., & Chiu, C.-H. (2011). Using the Taguchi method and grey relational analysis to optimize the flat-plate collector process with multiple quality characteristics in solar energy collector manufacturing. Energy, 36(5), 3554–3562. https://doi.org/10.1016/j.energy.2011.03.06510.1016/j.energy.2011.03.065 ↗
24. Kamath, M., Prashant, S., & Kumar, M. (2021). Micro-characterisation of alkali activated paste with fly ash-GGBS-metakaolin binder system with ambient setting characteristics. Construction and Building Materials, 277, 122323. https://doi.org/10.1016/J.CONBUILDMAT.2021.12232310.1016/J.CONBUILDMAT.2021.122323 ↗
25. Kanagaraj, B., Anand, N., Alengaram, U. J., Raj, R. S., Praveen, B., & Tattukolla, K. (2022). Performance evaluation on engineering properties and sustainability analysis of high strength geopolymer concrete. Journal of Building Engineering. https://doi.org/10.1016/j.jobe.2022.10514710.1016/j.jobe.2022.105147 ↗
26. Karthik, S., & Mohan, K. S. R. (2021). A Taguchi approach for optimizing design mixture of geopolymer concrete incorporating fly ash, ground granulated blast furnace slag and silica fume. Crystals. https://doi.org/10.3390/cryst1111127910.3390/cryst11111279 ↗
27. Kim, M. S., Jun, Y., Lee, C., & Oh, J. E. (2013). Use of CaO as an activator for producing a price-competitive non-cement structural binder using ground granulated blast furnace slag. Cement and Concrete Research, 54, 208–214. https://doi.org/10.1016/J.CEMCONRES.2013.09.01110.1016/J.CEMCONRES.2013.09.011 ↗
28. Kumar, M., & Prashant, S. (2024). Durability and ecological evaluation of structural concrete with sewage sludge ash as ternary binder. Civil Engineering and Architecture, 12(2), 1143–1164. https://doi.org/10.13189/cea.2024.12023410.13189/cea.2024.120234 ↗
29. Kumar, M., Prashant, S., & Kamath, M. V. (2022). Enhancing the sustainability of high strength concrete in terms of embodied energy and carbon emission by incorporating sewage sludge and fly ash. Innovative Infrastructure Solutions, 7(4), 240. https://doi.org/10.1007/s41062-022-00837-510.1007/s41062-022-00837-5 ↗
30. Luukkonen, T., Abdollahnejad, Z., Yliniemi, J., Kinnunen, P., & Illikainen, M. (2018). One-part alkali-activated materials: A review. Cement and Concrete Research, 103, 21–34. https://doi.org/10.1016/J.CEMCONRES.2017.10.00110.1016/J.CEMCONRES.2017.10.001 ↗
31. Ma, C., Long, G., Shi, Y., & Xie, Y. (2018). Preparation of cleaner one-part geopolymer by investigating different types of commercial sodium metasilicate in China. Journal of Cleaner Production, 201, 636–647. https://doi.org/10.1016/J.JCLEPRO.2018.08.06010.1016/J.JCLEPRO.2018.08.060 ↗
32. Mahendra, K., Narasimhan, M. C., Prakash, G. B., & Das, A. K. (2024). Experimental investigation and optimization of one-part alkali-activated self-compacting concrete mixes. Case Studies in Construction Materials, 21, Article e04062. https://doi.org/10.1016/J.CSCM.2024.E0406210.1016/J.CSCM.2024.E04062 ↗
33. Martinez-Lopez, R., & Ivan Escalante-Garcia, J. (2016). Alkali activated composite binders of waste silica soda lime glass and blast furnace slag: Strength as a function of the composition. Construction and Building Materials, 119, 119–129. https://doi.org/10.1016/j.conbuildmat.2016.05.06410.1016/j.conbuildmat.2016.05.064 ↗
34. Metkar, R. M., Sunnapwar, V. K., Hiwase, S. D., Anki, V. S., & Dumpa, M. (2013). Evaluation of FEM based fracture mechanics technique to estimate life of an automotive forged steel crankshaft of a single cylinder diesel engine. Procedia Engineering, 51, 567–572. https://doi.org/10.1016/j.proeng.2013.01.08010.1016/j.proeng.2013.01.080 ↗
35. Mustakim, S. M., Das, S. K., Mishra, J., Aftab, A., Alomayri, T. S., Assaedi, H. S., & Kaze, C. R. (2021). Improvement in fresh, mechanical and microstructural properties of fly ash- Blast furnace slag based geopolymer concrete by addition of nano and micro silica. SILICON, 13(8), 2415–2428. https://doi.org/10.1007/S12633-020-00593-010.1007/S12633-020-00593-0 ↗
36. Mustapha, A. N., Zhang, Y., Zhang, Z., Ding, Y., Yuan, Q., & Li, Y. (2021). Taguchi and ANOVA analysis for the optimization of the microencapsulation of a volatile phase change material. Journal of Materials Research and Technology, 11, 667–680. https://doi.org/10.1016/J.JMRT.2021.01.02510.1016/J.JMRT.2021.01.025 ↗
37. Najm, O., El-Hassan, H., & El-Dieb, A. (2022). Optimization of alkali-activated ladle slag composites mix design using Taguchi-based TOPSIS method. Construction and Building Materials, 327, 126946. https://doi.org/10.1016/J.CONBUILDMAT.2022.12694610.1016/J.CONBUILDMAT.2022.126946 ↗
38. Onutai, S., Osugi, T., & Sone, T. (2023). Alumino-silicate structural formation during alkali-activation of metakaolin: In-Situ and Ex-Situ ATR-FTIR studies. Materials, 16(3), 985. https://doi.org/10.3390/ma1603098510.3390/ma16030985 ↗
39. Panagiotopoulou, C., Tsivilis, S., & Kakali, G. (2015). Application of the Taguchi approach for the composition optimization of alkali activated fly ash binders. Construction and Building Materials, 91, 17–22. https://doi.org/10.1016/J.CONBUILDMAT.2015.05.00510.1016/J.CONBUILDMAT.2015.05.005 ↗
40. Perumal, P., Sreenivasan, H., Luukkonen, T., Kantola, A. M., Telkki, V.-V., Kinnunen, P., & Illikainen, M. (2021). High strength one-part alkali-activated slag blends designed by particle packing optimization. Construction and Building Materials, 299, 124004. https://doi.org/10.1016/j.conbuildmat.2021.12400410.1016/j.conbuildmat.2021.124004 ↗
41. Provis, J. L., & Bernal, S. A. (2014). Geopolymers and related alkali-activated materials. Annual Review of Materials Research, 44(1), 299–327. https://doi.org/10.1146/annurev-matsci-070813-11351510.1146/annurev-matsci-070813-113515 ↗
42. Puligilla, S., & Mondal, P. (2013). Role of slag in microstructural development and hardening of fly ash-slag geopolymer. Cement and Concrete Research, 43(1), 70–80. https://doi.org/10.1016/J.CEMCONRES.2012.10.00410.1016/J.CEMCONRES.2012.10.004 ↗
43. Qiu, Y., Pan, H., Zhao, Q., Zhang, J., Zhang, Y., & Guo, W. (2022). Carbon dioxide-hardened sodium silicate-bonded sand regeneration using calcium carbide slag: The design and feasibility study. Journal of Environmental Chemical Engineering, 10(3), 107872. https://doi.org/10.1016/J.JECE.2022.10787210.1016/J.JECE.2022.107872 ↗
44. Rawat, S., Zhang, Y. X., & Lee, C. K. (2022). Multi-response optimization of hybrid fibre engineered cementitious composite using Grey-Taguchi method and utility concept. Construction and Building Materials, 319, 126040. https://doi.org/10.1016/j.conbuildmat.2021.12604010.1016/j.conbuildmat.2021.126040 ↗
45. Rossi, L., de Lima, L. M., Sun, Y., Dehn, F., Provis, J. L., Ye, G., & De Schutter, G. (2022). Future perspectives for alkali-activated materials: from existing standards to structural applications. RILEM Technical Letters, 7, 159–177. https://doi.org/10.21809/rilemtechlett.2022.16010.21809/rilemtechlett.2022.160 ↗
46. Rostami, M., & Behfarnia, K. (2017). The effect of silica fume on durability of alkali activated slag concrete. Construction and Building Materials, 134, 262–268. https://doi.org/10.1016/J.CONBUILDMAT.2016.12.07210.1016/J.CONBUILDMAT.2016.12.072 ↗
47. Segura, I. P., Luukkonen, T., Yliniemi, J., Sreenivasan, H., Damø, A. J., Jensen, L. S., Canut, M., Kantola, A. M., Telkki, V. V., & Jensen, P. A. (2022). Comparison of One-Part and Two-Part Alkali-Activated Metakaolin and Blast Furnace Slag. Journal of Sustainable Metallurgy, 8(4), 1816–1830. https://doi.org/10.1007/s40831-022-00606-910.1007/s40831-022-00606-9 ↗
48. Shah, S. F. A., Chen, B., Oderji, S. Y., Haque, M. A., & Ahmad, M. R. (2020). Improvement of early strength of fly ash-slag based one-part alkali activated mortar. Construction and Building Materials, 246, 118533. https://doi.org/10.1016/J.CONBUILDMAT.2020.11853310.1016/J.CONBUILDMAT.2020.118533 ↗
49. Sheelavantar, P. G., Pandit, P., Prashanth, S., Nishit, N., & Jadhav, M. (2024). Taguchi-integrated grey relational analysis for multi-response optimization of mix design for alkali-activated concrete. Materials Research Express, 11(7), 075505. https://doi.org/10.1088/2053-1591/ad592c10.1088/2053-1591/ad592c ↗
50. Shen, D.-H., & Du, J.-C. (2005). Application of gray relational analysis to evaluate HMA with reclaimed building materials. Journal of Materials in Civil Engineering, 17(4), 400–406. https://doi.org/10.1061/(ASCE)0899-1561(2005)17:4(400)10.1061/(ASCE)0899-1561(2005)17:4(400) ↗
51. Singh, N. B., & Middendorf, B. (2020). Geopolymers as an alternative to Portland cement: An overview. Construction and Building Materials. https://doi.org/10.1016/J.CONBUILDMAT.2019.11745510.1016/J.CONBUILDMAT.2019.117455 ↗
52. Srinivasa, A. S., Swaminathan, K., & Yaragal, S. C. (2023). Microstructural and optimization studies on novel one-part geopolymer pastes by Box–Behnken response surface design method. Case Studies in Construction Materials, 18, Article e01946. https://doi.org/10.1016/j.cscm.2023.e0194610.1016/j.cscm.2023.e01946 ↗
53. Szabó, R., & Mucsi, G. (2020). Effect of microsilica on the structure and mechanical properties of fly ash-based geopolymer. Muszaki Foldtudomanyi Kozlemenyek, 89(2), 68–76.
54. Thatikonda, N., Mallik, M., Rao, S. V., Madduru, S. R. C., & Dora, T. R. K. (2024). Influential studies on microsilica as a potential replacement for fly ash-GGBFS in self-compacting geopolymer concrete: Microstructural insights and performance analysis. Journal of Building Pathology and Rehabilitation. https://doi.org/10.1007/s41024-024-00422-610.1007/s41024-024-00422-6 ↗
55. Turner, L. K., & Collins, F. G. (2013). Carbon dioxide equivalent (CO2-e) emissions: A comparison between geopolymer and OPC cement concrete. Construction and Building Materials, 43, 125–130. https://doi.org/10.1016/j.conbuildmat.2013.01.02310.1016/j.conbuildmat.2013.01.023 ↗
56. Wang, F., Sun, X., Tao, Z., & Pan, Z. (2022). Effect of silica fume on compressive strength of ultra-high-performance concrete made of calcium aluminate cement/fly ash based geopolymer. Journal of Building Engineering, 62, 105398. https://doi.org/10.1016/j.jobe.2022.10539810.1016/j.jobe.2022.105398 ↗
57. Witzleben, S. (2022). Minimizing the global warming potential with geopolymer-based insulation material with miscanthus fiber. Polymers, 14(15), 3191. https://doi.org/10.3390/polym1415319110.3390/polym14153191 ↗
58. Xi, J., Liu, J., Yang, K., Zhang, S., Han, F., Sha, J., & Zheng, X. (2022). Role of silica fume on hydration and strength development of ultra-high performance concrete. Construction and Building Materials, 338, 127600. https://doi.org/10.1016/j.conbuildmat.2022.12760010.1016/j.conbuildmat.2022.127600 ↗
59. Yousefi Oderji, S., Chen, B., Ahmad, M. R., & Shah, S. F. A. (2019). Fresh and hardened properties of one-part fly ash-based geopolymer binders cured at room temperature: Effect of slag and alkali activators. Journal of Cleaner Production, 225, 1–10. https://doi.org/10.1016/J.JCLEPRO.2019.03.29010.1016/J.JCLEPRO.2019.03.290 ↗
60. Yusslee, E., & Beskhyroun, S. (2023). The effect of water-to-binder ratio (W/B) on pore structure of one-part alkali activated mortar. Heliyon, 9(1), Article e12983. https://doi.org/10.1016/J.HELIYON.2023.E1298310.1016/J.HELIYON.2023.E12983 ↗