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Research Article

Sulphate resistance prediction of RAC considering the coupling effect of RCA and water-binder ratio based on experimental analysis and LSSVM

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Article: 2300938 | Received 13 Jul 2023, Accepted 27 Dec 2023, Published online: 01 Mar 2024

References

  • Abbaszadeh, M., Soltani-Mohammadi, S., and Ahmed, A.N., 2022. Optimization of support vector machine parameters in modeling of IJU deposit mineralization and alteration zones using particle swarm optimization algorithm and grid search method. Computers & Geosciences, 165.
  • Adessina, A., et al., 2019. Experimental and micromechanical investigation on the mechanical and durability properties of recycled aggregates concrete. Cement and Concrete Research, 126.
  • Afroughsabet, V., Biolzi, L., and Ozbakkaloglu, T., 2017. Influence of double hooked-end steel fibers and slag on mechanical and durability properties of high performance recycled aggregate concrete. Composite Structures, 181, 273–284.
  • Angeline, P.J., 1998. Using selection to improve particle swarm optimization. 1998 Ieee International Conference on Evolutionary Computation - Proceedings, 84–89.
  • Arafa, M., et al., 2017. Investigating the effect of sulfate attack on compressive strength of recycled aggregate concrete. International Journal of Sustainable Construction Engineering and Technology, 8 (2), 66–77.
  • Azimi-Pour, M., Eskandari-Naddaf, H., and Pakzad, A., 2020. Linear and non-linear svm prediction for fresh properties and compressive strength of high volume fly ash self-compacting concrete. Construction and Building Materials, 230, 117021.
  • Bi, Z.Q., et al., 2016. Anfis-based modeling for photovoltaic characteristics estimation. Symmetry-Basel, 8 (9.
  • Bostanci, S.C., Limbachiya, M., and Kew, H., 2018. Use of recycled aggregates for low carbon and cost effective concrete construction. Journal of Cleaner Production, 189, 176–196.
  • Brown, P.W., and Taylor, H.F.W., 1999. The role of ettringite in external sulfate attack. Materials Science of Concrete, Special Volume, 73–97.
  • Bui, D.T., et al., 2017. Spatial prediction of rainfall-induced landslides for the Lao Cai area (Vietnam) using a hybrid intelligent approach of least squares support vector machines inference model and artificial bee colony optimization. Landslides, 14 (2), 447–458.
  • Bulatovic, V., et al., 2017. Evaluation of sulfate resistance of concrete with recycled and natural aggregates. Construction and Building Materials, 152, 614–631.
  • Cantero, B., et al., 2018. Statistically significant effects of mixed recycled aggregate on the physical-mechanical properties of structural concretes. Construction and Building Materials, 185, 93–101.
  • Chai, Q., et al., 2020. Using machine learning algorithms to predict occupants’ thermal comfort in naturally ventilated residential buildings. Energy and Buildings, 217, 109937.
  • Chen, H.Y., et al., 2022. An RF and LSSVM-NSGA-II method for the multi-objective optimization of high-performance concrete durability. Cement & Concrete Composites, 129, 104446.
  • Cheng, H.B., et al., 2021. Compressive strength assessment of sulfate-attacked concrete by using sulfate ions distributions. Construction and Building Materials, 293. 123550.
  • Cheng, M.Y., and Hoang, N.D., 2018. Estimating construction duration of diaphragm wall using firefly-tuned least squares support vector machine. Neural Computing and Applications, 30 (8), 2489–2497.
  • Corinaldesi, V., 2010. Mechanical and elastic behaviour of concretes made of recycled-concrete coarse aggregates. Construction and Building Materials, 24 (9), 1616–1620.
  • Del Bosque, I.F.S., et al., 2017. Properties of interfacial transition zones (ITZS) in concrete containing recycled mixed aggregate. Cement and Concrete Composites, 81, 25–34.
  • Du, T., et al., 2006. Effect of interfacial bond of recycled aggregates concrete modified with joint agent. Advances in Structural Engineering:Theory and Applications, 1 and 2, 1174–1178.
  • Du, T., et al., 2020. Study on the sulfate resistance of containment concrete with pipe and hole. Construction and Building Materials, 239, 117704.
  • Du, T., et al., 2022. The influence of opposite-side high temperature on the frozen behavior of containment concrete under single-side salt freeze-thaw method. Structures, 36, 854–863.
  • Duan, Z.H., et al., 2020. Optimizing mix proportion of recycled aggregate concrete by readjusting the aggregate gradation. Structural Concrete.
  • Etxeberria, M., et al., 2007. Influence of amount of recycled coarse aggregates and production process on properties of recycled aggregate concrete. Cement and Concrete Research, 37 (5), 735–742.
  • Gao, J.M., et al., 2013. Durability of concrete exposed to sulfate attack under flexural loading and drying-wetting cycles. Construction and Building Materials, 39, 33–38.
  • Gao, S.Z., et al., 2020. Operational reliability evaluation and prediction of rolling bearing based on isometric mapping and NOCUSA-LSSVM. Reliability Engineering & System Safety, 201, 106968.
  • Guo, M.H., Grondin, F., and Loukili, A., 2019. Numerical method to model the creep of recycled aggregate concrete by considering the old attached mortar. Cement and Concrete Research, 118, 14–24.
  • Henry, M., et al., 2011. Balancing durability and environmental impact in concrete combining low-grade recycled aggregates and mineral admixtures. Resources, Conservation and Recycling, 55 (11), 1060–1069.
  • Hewayde, E., et al., 2007. Effect of mixture design parameters and wetting-drying cycles on resistance of concrete to sulfuric acid attack. Journal of Materials in Civil Engineering, 19 (2), 155–163.
  • Hewayde, E., Pachenari, A., and Al-Eleaj, H., 2020. Resistance of recycled aggregate concrete (RAC) subjected to drying-wetting cycles to attack of magnesium and sodium sulfates. Journal of Engineering, 2020.
  • Kazmi, S.M.S., et al., 2020. Effect of different aggregate treatment techniques on the freeze-thaw and sulfate resistance of recycled aggregate concrete. Cold Regions Science and Technology, 178, 103126.
  • Khayati, G.R., et al., 2022. A hybrid particle swarm optimization with dragonfly for adaptive anfis to model the corrosion rate in concrete structures. International Journal of Concrete Structures and Materials, 16 (1), 28.
  • Kisku, N., et al., 2020. Development of durable concrete from C&D waste by adopting identical mortar volume method in conjunction with two-stage mixing procedure. Construction and Building Materials, 256, 119361.
  • Koenders, E.a.B., Pepe, M., and Martinelli, E., 2014. Compressive strength and hydration processes of concrete with recycled aggregates. Cement and Concrete Research, 56, 203–212.
  • Kou, S.C., and Poon, C.S., 2013. Long-term mechanical and durability properties of recycled aggregate concrete prepared with the incorporation of fly ash. Cement and Concrete Composites, 37, 12–19.
  • Kwan, W.H., et al., 2012. Influence of the amount of recycled coarse aggregate in concrete design and durability properties. Construction and Building Materials, 26 (1), 565–573.
  • Li, J.P., et al., 2020. Experimental and numerical investigation of cast-in-situ concrete under external sulfate attack and drying-wetting cycles. Construction and Building Materials, 249, 118789.
  • Li, Z.L., et al., 2022. Thermal error modeling of electric spindle based on particle swarm optimization-SVM neural network. International Journal of Advanced Manufacturing Technology, 121 (11), 7215–7227.
  • Liu, G.G., et al., 2011. Study on the durability of concrete with mineral admixtures to sulfate attack by wet-dry cycle method. Manufacturing Science and Technology, Pts 1–3, 295–297, 165+.
  • Liu, Y.F., et al., 2019. Using anfis and bpnn methods to predict the unfrozen water content of saline soil in western Jilin, China. Symmetry-Basel, 11 (1).
  • Luo, W., Jin, X.G., and Zhang, Z.Y., 2019. Triaxial test on concrete material containing accelerators under physical sulphate attack. Construction and Building Materials, 206, 641–654.
  • Medina, C., et al., 2015. Influence of interfacial transition zone on engineering properties of the concrete manufactured with recycled ceramic aggregate. Journal of Civil Engineering and Management, 21 (1), 83–93.
  • Mouchtaris, D., et al., 2021. Forecasting natural gas spot prices with machine learning. Energies, 14 (18), 5782.
  • Munir, M.J., et al., 2019. Stress-strain behavior of spirally confined recycled aggregate concrete: an approach towards sustainable design. Resources, Conservation and Recycling, 146, 127–139.
  • Nabipour, N., et al., 2020. Evolving LSSVM and ELM models to predict solubility of non-hydrocarbon gases in aqueous electrolyte systems. Measurement, 164, 107999.
  • Nguyen, T.D., Tran, T.H., and Hoang, N.D., 2020. Prediction of interface yield stress and plastic viscosity of fresh concrete using a hybrid machine learning approach. Advanced Engineering Informatics, 44, 101057.
  • Omary, S., Ghorbel, E., and Wardeh, G., 2016. Relationships between recycled concrete aggregates characteristics and recycled aggregates concretes properties. Construction and Building Materials, 108, 163–174.
  • Omrane, M., et al., 2017. Performance and durability of self compacting concrete using recycled concrete aggregates and natural pozzolan. Journal of Cleaner Production, 165, 415–430.
  • Otsuki, N., Miyazato, S., and Yodsudjai, W., 2003. Influence of recycled aggregate on interfacial transition zone, strength, chloride penetration and carbonation of concrete. Journal of Materials in Civil Engineering, 15 (5), 443–451.
  • Ozturk, O., et al., 2022. Evaluation of mechanical properties and structural behaviour of concrete pavements produced with virgin and recycled aggregates: an experimental and numerical study. International Journal of Pavement Engineering, 23 (14), 5239–5253.
  • Peng, G.F., et al., 2013. Mechanical properties of recycled aggregate concrete at low and high water/binder ratios. Advances in Materials Science and Engineering, 2013.
  • Peng, J.L., et al., 2019. Stress-strain relationship model of recycled concrete based on strength and replacement rate of recycled coarse aggregate. Journal of Materials in Civil Engineering, 31 (9), 04019189.
  • Planel, D., et al., 2006. Long-term performance of cement paste during combined calcium leaching-sulfate attack: kinetics and size effect. Cement and Concrete Research, 36 (1), 137–143.
  • Qi, B., et al., 2017. Evaluation of the damage process of recycled aggregate concrete under sulfate attack and wetting-drying cycles. Construction and Building Materials, 138, 254–262.
  • Ragoug, R., et al., 2019. Durability of cement pastes exposed to external sulfate attack and leaching: physical and chemical aspects. Cement and Concrete Research, 116, 134–145.
  • Rahal, K., 2007. Mechanical properties of concrete with recycled coarse aggregate. Building and Environment, 42 (1), 407–415.
  • Ryu, H.S., et al., 2018. Evaluation on the surface modification of recycled fine aggregates in aqueous h2sif6 solution. International Journal of Concrete Structures and Materials, 12 (1), 19.
  • Saez, P.V., Merino, M.D., and Porras-Amores, C., 2012. Estimation of construction and demolition waste volume generation in new residential buildings in Spain. Waste Management & Research: The Journal for a Sustainable Circular Economy, 30 (2), 137–146.
  • Santhanam, M., Cohen, M.D., and Olek, J., 2002. Mechanism of sulfate attack: A fresh look part 1: summary of experimental results. Cement and Concrete Research, 32 (6), 915–921.
  • Santhanam, M., Cohen, M.D., and Olek, J., 2003. Mechanism of sulfate attack: a fresh look part 2. Proposed mechanisms. Cement and Concrete Research, 33 (3), 341–346.
  • Schmidt, T., et al., 2009. Physical and microstructural aspects of sulfate attack on ordinary and limestone blended Portland cements. Cement and Concrete Research, 39 (12), 1111–1121.
  • Shi, X.S., et al., 2023. A comprehensive investigation on sulphate resistance of geopolymer recycled concrete: macro and micro properties. Construction and Building Materials, 403, 133052.
  • Silva, R.V., Brito, J., and Dhir, R.K., 2015. The influence of the use of recycled aggregates on the compressive strength of concrete: a review. European Journal of Environmental and Civil Engineering, 19 (7), 825–849.
  • Somna, R., et al., 2012. Effect of the water to binder ratio and ground fly ash on properties of recycled aggregate concrete. Journal of Materials in Civil Engineering, 24 (1), 16–22.
  • Song, H., et al., 2021. A chemical-mechanics model for the mechanics deterioration of pervious concrete subjected to sulfate attack. Construction and Building Materials, 312, 125383.
  • Su, M.T., et al., 2019. Data driven natural gas spot price prediction models using machine learning methods. Energies, 12, 1680.
  • Sun, C., et al., 2013. A new diffusion model of sulfate ions in concrete. Construction and Building Materials, 39, 39–45.
  • Suykens, J.a.K., and Vandewalle, J., 1999. Least squares support vector machine classifiers. Neural Processing Letters, 9 (3), 293–300.
  • Tabsh, S.W., and Abdelfatah, A.S., 2009. Influence of recycled concrete aggregates on strength properties of concrete. Construction and Building Materials, 23 (2), 1163–1167.
  • Tam, V.W.Y., Gao, X.F., and Tam, C.M., 2005. Microstructural analysis of recycled aggregate concrete produced from two-stage mixing approach. Cement and Concrete Research, 35 (6), 1195–1203.
  • Tang, Z., et al., 2020. Mechanical behaviors of CFRP-confined sustainable geopolymeric recycled aggregate concrete under both static and cyclic compressions. Composite Structures, 252, 112750.
  • Tangchirapat, W., et al., 2008. Influence of rice husk-bark ash on mechanical properties of concrete containing high amount of recycled aggregates. Construction and Building Materials, 22 (8), 1812–1819.
  • Taylor, H.F.W., Famy, C., and Scrivener, K.L., 2001. Delayed ettringite formation. Cement and Concrete Research, 31 (5), 683–693.
  • Thomas, C., et al., 2013. Durability of recycled aggregate concrete. Construction and Building Materials, 40, 1054–1065.
  • Tian, B., and Cohen, M.D., 2000. Does gypsum formation during sulfate attack on concrete lead to expansion? Cement and Concrete Research, 30 (1), 117–123.
  • Verian, K.P., Ashraf, W., and Cao, Y.Z., 2018. Properties of recycled concrete aggregate and their influence in new concrete production. Resources, Conservation and Recycling, 133, 30–49.
  • Wu, Y.F., et al., 2020. Effect of compression casting method on the compressive strength, elastic modulus and microstructure of rubber concrete. Journal of Cleaner Production, 264, 121746.
  • Wu, R.D., et al., 2022. Effects of different factors on the performance of recycled aggregate permeable pavement concrete. Materials, 15 (13), 4566.
  • Xiao, J.Z., et al., 2012. An overview of study on recycled aggregate concrete in China (1996-2011). Construction and Building Materials, 31, 364–383.
  • Xiao, Q.H., et al., 2019a. Damage to recycled concrete with different aggregate substitution rates from the coupled action of freeze-thaw cycles and sulfate attack. Construction and Building Materials, 221, 74–83.
  • Xiao, Q.H., et al., 2019b. The deterioration law of recycled concrete under the combined effects of freeze-thaw and sulfate attack. Construction and Building Materials, 200, 344–355.
  • Xiao, J.Z., Lu, D., and Ying, J.W., 2013. Durability of recycled aggregate concrete: an overview. Journal of Advanced Concrete Technology, 11 (12), 347–359.
  • Xie, J.H., et al., 2019. Sulfate resistance of recycled aggregate concrete with GGBS and fly ash-based geopolymer. Materials, 12 (8), 1247.
  • Xie, J.H., et al., 2022. Impact behaviour of fly ash and slag-based geopolymeric concrete: the effects of recycled aggregate content, water-binder ratio and curing age. Construction and Building Materials, 331, 127359.
  • Xu, Y., et al., 2020. Seamless indoor pedestrian tracking by fusing INS and UWB measurements via LS-SVM assisted UFIR filter. Neurocomputing, 388, 301–308.
  • Zega, C.J., et al., 2016. Performance of recycled concretes exposed to sulphate soil for 10 years. Construction and Building Materials, 102, 714–721.
  • Zhang, H.R., Ji, T., and Liu, H., 2020. Performance evolution of recycled aggregate concrete (RAC) exposed to external sulfate attacks under full-soaking and dry-wet cycling conditions. Construction and Building Materials, 248, 118675.
  • Zheng, D., et al., 2018. Prediction and sensitivity analysis of long-term skid resistance of epoxy asphalt mixture based on GA-BP neural network. Construction and Building Materials, 158, 614–623.
  • Zheng, H.W., et al., 2023. Enhancing the performance of LSSVM model in predicting rock fragmentation size via optimization algorithms. Ksce Journal of Civil Engineering, 27 (9), 3765–3777.

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