State of the Art on Self-Healing Capacity of Cementitious Materials Based on Data Mining Strategies

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Title: State of the Art on Self-Healing Capacity of Cementitious Materials Based on Data Mining Strategies

Author(s): Shashank Gupta, Salam Al-Obaidi, and Liberato Ferraral

Publication: Symposium Paper

Volume: 350

Issue:

Appears on pages(s): 27-44

Keywords: durability-based design; meta-analysis; self-healing concrete

DOI: 10.14359/51734310

Date: 11/1/2021

Abstract:
Concrete and cement-based materials inherently possess an autogenous self-healing capacity, which is even higher in High- and Ultra-High-Performance Concrete (HPC, UHPC) because of the high content of cement and supplementary cementitious materials (SCM) and low water/binder ratios. In this study, quantitative correlation through statistical models have been investigated based on the meta-data analysis. The employed approaches aim at establishing a correlation between the mix proportions, exposure type, and time and width of the initial crack against suitably defined self-healing indices. This study provides a holistic investigation of the autogenous self-healing capacity of cement-based materials based on extensive literature data mining. This is also intended to pave the way towards consistent incorporation of self-healing concepts into durability-based design approaches for reinforced concrete structures. The study has shown that the exposure type and duration, crack width size, and chemical admixtures have the most significant promotion on self-healing indices. However, other parameters, such as fibers and mineral admixtures have less impact on the autogenous self-healing of UHPC. The study also proposes suitably built design charts to quickly predict and evaluate the self-healing efficiency of cement-based materials which can significantly reduce, in the design stage, the time and efforts of laboratory investigation.

Related References:

1. Wagner, E.F., 1974, “Autogenous healing of cracks in cement-mortar linings for gray-iron and ductile-iron water pipe.”, Journal of American Water Works Association, pp.358-360.

2. Ghosh, S., Biswas, M., Chattopadhyay, B.D. and Mandal, S., 2009, “Microbial activity on the microstructure of bacteria modified mortar”, Cement and Concrete Composites, 31(2), pp.93-98.

3. Westerbeek, T., 2005. “Self-healing Materials Radio Netherlands”.

4. Hearn, N. and Morley, C.T., 1997, “Self-sealing property of concrete—Experimental evidence”, Materials and structures, 30(7), pp.404-411.

5. Jacobsen, S., Marchand, J. and Hornain, H., 1995, “SEM observations of the microstructure of frost deteriorated and self-healed concretes”, Cement and Concrete Research, 25(8), pp.1781-1790.

6. De Belie, N., Gruyaert, E., Al‐Tabbaa, A., Antonaci, P., Baera, C., Bajare, D., Darquennes, A., Davies, R., Ferrara, L., Jefferson, T. and Litina, C., 2018,” A review of self‐healing concrete for damage management of structures”, Advanced Materials Interfaces, 5(17), p.1800074.

7. Reinhardt, H.W. and Jooss, M., 2003, “Permeability and self-healing of cracked concrete as a function of temperature and crack width”, Cement and concrete research, 33(7), pp.981-985.

8. Li, G., Liu, S., Niu, M., Liu, Q., Yang, X. and Deng, M., 2020, “Effect of granulated blast furnace slag on the self-healing capability of mortar incorporating crystalline admixture”, Construction and Building Materials, 239, p.117818.

9. Litina, C. and Al-Tabbaa, A., 2020, “First generation microcapsule-based self-healing cementitious construction repair materials”, Construction and Building Materials, 255, p.119389.

10. Roig-Flores, M., Moscato, S., Serna, P. and Ferrara, L., 2015, “Self-healing capability of concrete with crystalline admixtures in different environments”, Construction and Building Materials, 86, pp.1-11.

11. Medjigbodo, S., Bendimerad, A.Z., Rozière, E. and Loukili, A., 2018, “How do recycled concrete aggregates modify the shrinkage and self-healing properties?”, Cement and Concrete Composites, 86, pp.72-86.

12. Nishikawa, T., Yoshida, J., Sugiyama, T. and Fujino, Y., 2012, “Concrete crack detection by multiple sequential image filtering”, Computer‐Aided Civil and Infrastructure Engineering, 27(1), pp.29-47.

13. Snoeck, D., Van Tittelboom, K., Steuperaert, S., Dubruel, P. and De Belie, N., 2014, “Self-healing cementitious materials by the combination of microfibres and superabsorbent polymers”, Journal of Intelligent Material Systems and Structures, 25(1), pp.13-24.

14. Ferrara, L., Van Mullem, T., Alonso, M.C., Antonaci, P., Borg, R.P., Cuenca, E., Jefferson, A., Ng, P.L., Peled, A., Roig-Flores, M. and Sanchez, M., 2018, “Experimental characterization of the self-healing capacity of cement based materials and its effects on the material performance: A state of the art report by COST Action SARCOS WG2”, Construction and Building Materials, 167, pp.115-142.

15. Hung, C.C. and Su, Y.F., 2016, “Medium-term self-healing evaluation of Engineered Cementitious Composites with varying amounts of fly ash and exposure durations”, Construction and Building Materials, 118, pp.194-203.

16. Di Prisco, M., Ferrara, L. and Lamperti, M.G., 2013, “Double edge wedge splitting (DEWS): an indirect tension test to identify post-cracking behaviour of fibre reinforced cementitious composites”, Materials and structures, 46(11), pp.1893-1918.

17. Ferrara, L., Ozyurt, N. and Di Prisco, M., 2011, “High mechanical performance of fibre reinforced cementitious composites: the role of “casting-flow induced” fibre orientation”, Materials and Structures, 44(1), pp.109-128.

18. Monte, F.L. and Ferrara, L., 2020, “Tensile behaviour identification in Ultra-High Performance Fibre Reinforced Cementitious Composites: indirect tension tests and back analysis of flexural test results”, Materials and Structures, 53(6), pp.1-12.

19. Ferrara, L., Krelani, V. and Moretti, F., 2016, “Autogenous healing on the recovery of mechanical performance of High Performance Fibre Reinforced Cementitious Composites (HPFRCCs): Part 2–Correlation between healing of mechanical performance and crack sealing”, Cement and Concrete Composites, 73, pp.299-315.

20. Droval, G., Feller, J.F., Salagnac, P. and Glouannec, P., 2008, “Conductive polymer composites with double percolated architecture of carbon nanoparticles and ceramic microparticles for high heat dissipation and sharp PTC switching”, Smart materials and structures, 17(2), p.025011.

21. Ferrara, L., Krelani, V., Moretti, F., Flores, M.R. and Ros, P.S., 2017, “Effects of autogenous healing on the recovery of mechanical performance of High Performance Fibre Reinforced Cementitious Composites (HPFRCCs): Part 1”, Cement and Concrete Composites, 83, pp.76-100.

22. Cuenca, E., Tejedor, A. and Ferrara, L., 2018, “A methodology to assess crack-sealing effectiveness of crystalline admixtures under repeated cracking-healing cycles”, Construction and Building Materials, 179, pp.619-632.

23. Cuenca, E., Mezzena, A. and Ferrara, L., 2021, “Synergy between crystalline admixtures and nanoconstituents in enhancing autogenous healing capacity of cementitious composites under cracking and healing cycles in aggressive waters”, Construction and Building Materials, 266, p.121447.

24. Cuenca, E., D'Ambrosio, L., Lizunov, D., Tretjakov, A., Volobujeva, O. and Ferrara, L., 2021, “Mechanical properties and self-healing capacity of ultra high performance Fibre Reinforced Concrete with alumina nanofibres: Tailoring Ultra High Durability Concrete for aggressive exposure scenarios”, Cement and Concrete

Composites, p.103956.

25. Monte, F.L. and Ferrara, L., 2021, “Self-Healing Characterization of UHPFRCC with Crystalline Admixture: Experimental Assessment via Multi-Test/Multi-Parameter Approach”, accepted for publication in Construction and Building Materials.

26. Askie, L. and Offringa, M., 2015, “Systematic reviews and meta-analysis”, In Seminars in Fetal and Neonatal Medicine (Vol. 20, No. 6, pp. 403-409). WB Saunders.

27. Herath, C., Gunasekara, C., Law, D.W. and Setunge, S., 2020, “Performance of high volume fly ash concrete incorporating additives: A systematic literature review”, Construction and Building Materials, 258, p.120606.

28. Merli, R., Preziosi, M., Acampora, A., Lucchetti, M.C. and Petrucci, E., 2020, “Recycled fibres in reinforced concrete: A systematic literature review”, Journal of Cleaner Production, 248, p.119207.

29. Garcia-Taengua, E., 2018. “Fundamental fresh state properties of self-consolidating concrete: a meta-analysis of mix designs”, Advances in Civil Engineering, 2018.

30. Borenstein, M., Hedges, L.V., Higgins, J.P. and Rothstein, H.R., 2010, “A basic introduction to fixed‐effect and random‐effects models for meta‐analysis”, Research synthesis methods, 1(2), pp.97-111.

31. Tonidandel, S. and LeBreton, J.M., 2015, “RWA web: A free, comprehensive, web-based, and user-friendly tool for relative weight analyses”, Journal of Business and Psychology, 30(2), pp.207-216.

32. Shen, Z. and Chen, A., 2020, “Comprehensive relative importance analysis and its applications to high dimensional gene expression data analysis”, Knowledge-Based Systems, 203, p.106-120.

33. Abou-Zeid, M., Fowler, D.W., Nawy, E.G., Allen, J.H., Halvorsen, G.T., Poston, R.W., Barlow, J.P., Hansen, W., Rhoads, R.J., Brander, M.E. and Hassoun, M.N., 2001, “Control of cracking in concrete structures”, Report, ACI Committee, 224, pp.12-16.

34. Amidror, I., 2002, “Scattered data interpolation methods for electronic imaging systems: a survey. Journal of electronic imaging”, 11(2), pp.157-176.

35. Moghaddam, F., Sirivivatnanon, V. and Vessalas, K., 2019, “The effect of fly ash fineness on heat of hydration, microstructure, flow and compressive strength of blended cement pastes”, Case Studies in Construction Materials, 10, p.e00218.

36. Ramagiri, K.K., Chauhan, D.R., Gupta, S., Kar, A., Adak, D. and Mukherjee, A., 2021, “High-temperature performance of ambient-cured alkali-activated binder concrete”, Innovative Infrastructure Solutions, 6(2), pp.1-11.

37. Cuenca, E., Rigamonti, S., Gastaldo Brac, E. and Ferrara, L., 2021, “Crystalline Admixture as Healing Promoter in Concrete Exposed to Chloride-Rich Environments: Experimental Study”, Journal of Materials in Civil Engineering, 33(3), p.04020491.