Technical Papers
Jul 20, 2022

Optimization of Nanofiller-Blended Cementitious Composites Using Macrostructural and Microstructural Analyses

Publication: Journal of Materials in Civil Engineering
Volume 34, Issue 10

Abstract

Microcracks inevitably occur over time in cement composites, and they pose a threat to the safety and durability of concrete structures, especially when environmental conditions are considered. Microstructural analysis can be an effective alternative for the estimation of compressive strength, which is often difficult to monitor and follow and requires destructive analysis techniques. For this study, macrostructure and microstructure analyses were conducted of cementitious composites prepared with the nanofillers with the highest performance in the literature. In cementitious composites, 2.41 times more calcite content was obtained with the use of 0.05% graphene nanopellets, and 2.59 times more portlandite content was obtained with the use of 0.1% carboxylated-multiwall carbon nanotubes. It was concluded that the linear regression model was effective for the estimation of the compressive strength of nanofiller-blended cementitious composites, demonstrated by an R2 value of 0.984. Based on the macrostructure and microstructure analyses results, the optimum nanofiller was determined by the technique for order preference by similarity to ideal solution (TOPSIS) method to be carboxylated–multiwall carbon nanotubes with a usage rate of 0.1%.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

TGA analysis was performed in the Çankırı Karatekin University thermal analysis laboratory by TA Instruments Thermal Gravimetric Analysis (TGA) Q600 devices. Mechanical and durability tests were performed at the Afyon Kocatepe University Building Material Research Laboratory. FTIR spectra were obtained in the Çankırı Karatekin University chemical engineering laboratory using a Bruker brand device.

References

Aguirre-Guerrero, A. M., and R. Mejía de Gutiérrez. 2018. “Efficiency of electrochemical realkalisation treatment on reinforced blended concrete using FTIR and TGA.” Constr. Build. Mater. 193 (Dec): 518–528. https://doi.org/10.1016/j.conbuildmat.2018.10.195.
Akarsh, P. K., S. Marathe, and A. K. Bhat. 2021. “Influence of graphene oxide on properties of concrete in the presence of silica fumes and M-sand.” Constr. Build. Mater. 268 (Jan): 121093. https://doi.org/10.1016/j.conbuildmat.2020.121093.
Ceran, Ö. B., B. Şimşek, S. Doruk, T. Uygunoğlu, and O. N. Şara. 2019. “Effects of dispersed and powdered silver nanoparticles on the mechanical, thermal, electrical and durability properties of cementitious composites.” Constr. Build. Mater. 222 (Oct): 152–167. https://doi.org/10.1016/j.conbuildmat.2019.06.138.
Cheah, C. B., J. S. Lim, and M. B. Ramli. 2019. “The mechanical strength and durability properties of ternary blended cementitious composites containing granite quarry dust (GQD) as natural sand replacement.” Constr. Build. Mater. 197 (Feb): 291–306. https://doi.org/10.1016/j.conbuildmat.2018.11.194.
Chindasiriphan, P., H. Yokota, and P. Pimpakan. 2020. “Effect of fly ash and superabsorbent polymer on concrete self-healing ability.” Constr. Build. Mater. 233 (Feb): 116975. https://doi.org/10.1016/j.conbuildmat.2019.116975.
Chintalapudi, K., and R. M. R. Pannem. 2020. “The effects of graphene oxide addition on hydration process, crystal shapes, and microstructural transformation of ordinary portland cement.” J. Build. Eng. 32 (Nov): 101551. https://doi.org/10.1016/j.jobe.2020.101551.
Chintalapudi, K., and R. M. R. Pannem. 2021. “Enhanced strength, microstructure, and thermal properties of portland pozzolana fly ash-based cement composites by reinforcing graphene oxide nanosheets.” J. Build. Eng. 42 (Oct): 102521. https://doi.org/10.1016/j.jobe.2021.102521.
Cuenca, E., A. Mezzena, and L. Ferrara. 2021. “Synergy between crystalline admixtures and nano-constituents in enhancing autogenous healing capacity of cementitious composites under cracking and healing cycles in aggressive waters.” Constr. Build. Mater. 266 (Jan): 121447. https://doi.org/10.1016/j.conbuildmat.2020.121447.
Cui, X., B. Han, Q. Zheng, X. Yu, S. Dong, L. Zhang, and J. Ou. 2017. “Mechanical properties and reinforcing mechanisms of cementitious composites with different types of multiwalled carbon nanotubes.” Composites, Part A 103 (Dec): 131–147. https://doi.org/10.1016/j.compositesa.2017.10.001.
Dong, B., G. Fang, Y. Wang, Y. Liu, S. Hong, J. Zhang, S. Lin, and F. Xing. 2017. “Performance recovery concerning the permeability of concrete by means of a microcapsule based self-healing system.” Cem. Concr. Compos. 78 (Apr): 84–96. https://doi.org/10.1016/j.cemconcomp.2016.12.005.
Du, W., J. Yu, B. He, Y. He, P. He, Y. Li, and Q. Liu. 2020. “Preparation and characterization of nano-SiO2/paraffin/PE wax composite shell microcapsules containing TDI for self-healing of cementitious materials.” Constr. Build. Mater. 231 (Jan): 117060. https://doi.org/10.1016/j.conbuildmat.2019.117060.
Evangelia, T., and S. Maria. 2020. “Effect of nano-SiO2 and nano-CaO in autogenous self-healing efficiency.” Mater. Today: Proc. 37 (Jan): 4071–4077. https://doi.org/10.1016/j.matpr.2020.09.253.
Feng, J., H. Dong, R. Wang, and Y. Su. 2020. “A novel capsule by poly (ethylene glycol) granulation for self-healing concrete.” Cem. Concr. Res. 133 (Jul): 106053. https://doi.org/10.1016/j.cemconres.2020.106053.
Feng, J., Y. Su, and C. Qian. 2019. “Coupled effect of PP fiber, PVA fiber and bacteria on self-healing efficiency of early-age cracks in concrete.” Constr. Build. Mater. 228 (Dec): 116810. https://doi.org/10.1016/j.conbuildmat.2019.116810.
García Calvo, J. L., G. Pérez, P. Carballosa, E. Erkizia, J. J. Gaitero, and A. Guerrero. 2017. “Development of ultra-high performance concretes with self-healing micro/nano-additions.” Constr. Build. Mater. 138 (May): 306–315. https://doi.org/10.1016/j.conbuildmat.2017.02.015.
Gardner, D., R. Lark, T. Jefferson, and R. Davies. 2018. “A survey on problems encountered in current concrete construction and the potential benefits of self-healing cementitious materials.” Case Stud. Constr. Mater. 8 (Jun): 238–247. https://doi.org/10.1016/j.cscm.2018.02.002.
Gu, F., P. Hall, and N. J. Miles. 2016. “Performance evaluation for composites based on recycled polypropylene using principal component analysis and cluster analysis.” J. Cleaner Prod. 115 (Mar): 343–353. https://doi.org/10.1016/j.jclepro.2015.12.062.
Güçlüer, K. 2020. “Investigation of the effects of aggregate textural properties on compressive strength (CS) and ultrasonic pulse velocity (UPV) of concrete.” J. Build. Eng. 27 (Jan): 100949. https://doi.org/10.1016/j.jobe.2019.100949.
Han, B., Z. Li, L. Zhang, S. Zeng, X. Yu, B. Han, and J. Ou. 2017a. “Reactive powder concrete reinforced with nano SiO2-coated TiO2.” Constr. Build. Mater. 148 (Sep): 104–112. https://doi.org/10.1016/j.conbuildmat.2017.05.065.
Han, B., L. Zhang, S. Zeng, S. Dong, X. Yu, R. Yang, and J. Ou. 2017b. “Nano-core effect in nano-engineered cementitious composites.” Composites, Part A 95 (Apr): 100–109. https://doi.org/10.1016/j.compositesa.2017.01.008.
Horgnies, M., J. Chen, and C. Bouillon. 2013. “Overview about the use of Fourier transform infrared spectroscopy to study cementitious materials.” WIT Trans. Eng. Sci. 77 (Jun): 251–262. https://doi.org/10.2495/MC130221.
Huseien, G. F., K. W. Shah, and A. R. M. Sam. 2019. “Sustainability of nanomaterials based self-healing concrete: An all-inclusive insight.” J. Build. Eng. 23 (May): 155–171. https://doi.org/10.1016/j.jobe.2019.01.032.
Hwang, E., G. Kim, G. Choe, M. Yoon, N. Gucunski, and J. Nam. 2018. “Evaluation of concrete degradation depending on heating conditions by ultrasonic pulse velocity.” Constr. Build. Mater. 171 (May): 511–520. https://doi.org/10.1016/j.conbuildmat.2018.03.178.
Indukuri, C. S. R., and R. Nerella. 2021. “Enhanced transport properties of graphene oxide based cement composite material.” J. Build. Eng. 37 (May): 102174. https://doi.org/10.1016/j.jobe.2021.102174.
Karhan, Ö., Ö. B. Ceran, O. N. Şara, and B. Şimşek. 2017. “Response surface methodology based desirability function approach to investigate optimal mixture ratio of silver nanoparticles synthesis process.” Ind. Eng. Chem. Res. 56 (28): 8180–8189. https://doi.org/10.1021/acs.iecr.7b01150.
Khitab, A., W. Anwar, Z. Ul-Abdin, S. Tayyab, and O. A. Ibrahim. 2020. “Applications of self healing nano concretes.” Chap. 22 in Smart nanoconcretes and cement-based materials, edited by M. S. Liew, P. Nguyen-Tri, T. A. Nguyen, and S. Kakooei, 501–524. Amsterdam, Netherlands: Elsevier.
Kim, H. K., and H. K. Lee. 2018. “Hydration kinetics of high-strength concrete with untreated coal bottom ash for internal curing.” Cem. Concr. Compos. 91 (Aug): 67–75. https://doi.org/10.1016/j.cemconcomp.2018.04.017.
Korpa, A., T. Kowald, and R. Trettin. 2009. “Phase development in normal and ultra high performance cementitious systems by quantitative X-ray analysis and thermoanalytical methods.” Cem. Concr. Res. 39 (2): 69–76. https://doi.org/10.1016/j.cemconres.2008.11.003.
Korucu, H., B. Şimşek, A. B. Güvenç, and V. A. Küçük. 2019a. “Homogeneous graphene oxide production with the variance reduction techniques: Taguchi method with the principal component analysis.” Vib. Spectrosc. 104 (Sep): 102967. https://doi.org/10.1016/j.vibspec.2019.102967.
Korucu, H., B. Şimşek, T. Uygunoğlu, A. B. Güvenç, and A. Yartaşı. 2019b. “Statistical approach to carbon based materials reinforced cementitious composites: Mechanical, thermal, electrical and sulfuric acid resistance properties.” Composites, Part B 171 (Aug): 347–360. https://doi.org/10.1016/j.compositesb.2019.05.017.
Li, B., N. Li, H. J. H. Brouwers, Q. Yu, and W. Chen. 2020a. “Understanding hydrogen bonding in calcium silicate hydrate combining solid-state NMR and first principle calculations.” Constr. Build. Mater. 233 (Feb): 117347. https://doi.org/10.1016/j.conbuildmat.2019.117347.
Li, D., B. Chen, X. Chen, B. Fu, H. Wei, and X. Xiang. 2020b. “Synergetic effect of superabsorbent polymer (SAP) and crystalline admixture (CA) on mortar macro-crack healing.” Constr. Build. Mater. 247 (Jun): 118521. https://doi.org/10.1016/j.conbuildmat.2020.118521.
Li, Y., J. Yu, Z. Cao, W. Du, Y. Zhang, and Y. Zou. 2020c. “Preparation and characterization of nano-Fe3O4/paraffin encapsulated isocyanate microcapsule by electromagnetic controlled rupture for self-healing cementitious materials.” Constr. Build. Mater. 265 (Dec): 120703. https://doi.org/10.1016/j.conbuildmat.2020.120703.
Li, Z., S. Ding, X. Yu, B. Han, and J. Ou. 2018. “Multifunctional cementitious composites modified with nano titanium dioxide: A review.” Composites, Part A 111 (Aug): 115–137. https://doi.org/10.1016/j.compositesa.2018.05.019.
Li, Z., D. Lu, and X. Gao. 2020d. “Analysis of correlation between hydration heat release and compressive strength for blended cement pastes.” Constr. Build. Mater. 260 (Nov): 120436. https://doi.org/10.1016/j.conbuildmat.2020.120436.
Liew, K. M., M. F. Kai, and L. W. Zhang. 2016. “Carbon nanotube reinforced cementitious composites: An overview.” Composites, Part A 91 (Part 1): 301–323. https://doi.org/10.1016/j.compositesa.2016.10.020.
Lin, Y., and H. Du. 2020. “Graphene reinforced cement composites: A review.” Constr. Build. Mater. 265 (Dec): 120312. https://doi.org/10.1016/j.conbuildmat.2020.120312.
Mario, M., M. Jean-Michel, D. Cécile, B. Mohamed-Nadjib, T. Romain, L. André, and B. Patrice. 2021. “Portable quantitative confocal Raman spectroscopy: Non-destructive approach of the carbonation chemistry and kinetics.” Cem. Concr. Res. 139 (Jan): 106280. https://doi.org/10.1016/j.cemconres.2020.106280.
Muhammad, N. Z., et al. 2016. “Tests and methods of evaluating the self-healing efficiency of concrete: A review.” Constr. Build. Mater. 112 (Jun): 1123–1132. https://doi.org/10.1016/j.conbuildmat.2016.03.017.
Nakamura, K., Y. Inoue, and T. Komai. 2021. “Consideration of strength development by three-dimensional visualization of porosity distribution in coal fly ash concrete.” J. Build. Eng. 35 (Mar): 101948. https://doi.org/10.1016/j.jobe.2020.101948.
Nematzadeh, M., M. Tayebi, and H. Samadvand. 2021. “Prediction of ultrasonic pulse velocity in steel fiber-reinforced concrete containing nylon granule and natural zeolite after exposure to elevated temperatures.” Constr. Build. Mater. 273 (Mar): 121958. https://doi.org/10.1016/j.conbuildmat.2020.121958.
Öztürk, O., G. Yıldırım, Ü. S. Keskin, H. Siad, and M. Şahmaran. 2020. “Nano-tailored multi-functional cementitious composites.” Composites, Part B 182 (Feb): 107670. https://doi.org/10.1016/j.compositesb.2019.107670.
Pavan Kumar, D., S. Amit, and M. Sri Rama Chand. 2021. “Influence of various nano-size materials on fresh and hardened state of fast setting high early strength concrete [FSHESC]: A state-of-the-art review.” Constr. Build. Mater. 277 (Mar): 122299. https://doi.org/10.1016/j.conbuildmat.2021.122299.
Prusty, J. K., and B. Pradhan. 2020. “Multi-response optimization using Taguchi–Grey relational analysis for composition of fly ash-ground granulated blast furnace slag based geopolymer concrete.” Constr. Build. Mater. 241 (Apr): 118049. https://doi.org/10.1016/j.conbuildmat.2020.118049.
Qureshi, T., A. Kanellopoulos, and A. Al-Tabbaa. 2018. “Autogenous self-healing of cement with expansive minerals-I: Impact in early age crack healing.” Constr. Build. Mater. 192 (Dec): 768–784. https://doi.org/10.1016/j.conbuildmat.2018.10.143.
Qureshi, T. S., and D. K. Panesar. 2019. “Impact of graphene oxide and highly reduced graphene oxide on cement based composites.” Constr. Build. Mater. 206 (May): 71–83. https://doi.org/10.1016/j.conbuildmat.2019.01.176.
Qureshi, T. S., and D. K. Panesar. 2020. “Nano reinforced cement paste composite with functionalized graphene and pristine graphene nanoplatelets.” Composites, Part B 197 (Sep): 108063. https://doi.org/10.1016/j.compositesb.2020.108063.
Sata, V., and P. Chindaprasirt. 2020. “19: Use of construction and demolition waste (CDW) for alkali-activated or geopolymer concrete.” In Advances in construction and demolition waste recycling, edited by F. Pacheco-Torgal, Y. Ding, F. Colangelo, R. Tuladhar, and A. Koutamanis, 385–403. Sawston, UK: Woodhead Publishing. https://doi.org/10.1016/B978-0-12-819055-5.00019-X.
Shamsaei, E., F. B. de Souza, X. Yao, E. Benhelal, A. Akbari, and W. Duan. 2018. “Graphene-based nanosheets for stronger and more durable concrete: A review.” Constr. Build. Mater. 183 (Sep): 642–660. https://doi.org/10.1016/j.conbuildmat.2018.06.201.
Shen, P., and Z. Liu. 2019. “Study on the hydration of young concrete based on dielectric property measurement.” Constr. Build. Mater. 196 (Jan): 354–361. https://doi.org/10.1016/j.conbuildmat.2018.11.150.
Siad, H., M. Lachemi, M. Sahmaran, H. A. Mesbah, and K. A. Hossain. 2018. “Advanced engineered cementitious composites with combined self-sensing and self-healing functionalities.” Constr. Build. Mater. 176 (Jul): 313–322. https://doi.org/10.1016/j.conbuildmat.2018.05.026.
Sidiq, A., R. Gravina, and F. Giustozzi. 2019. “Is concrete healing really efficient? A review.” Constr. Build. Mater. 205 (Apr): 257–273. https://doi.org/10.1016/j.conbuildmat.2019.02.002.
Şimşek, B. 2020. “Multi-walled carbon nanotubes with different features reinforced cement pastes: A compressive and systematic approach using principal component analysis.” J. Build. Eng. 32 (Nov): 101792. https://doi.org/10.1016/j.jobe.2020.101792.
Şimşek, B., Y. T. İç, and E. H. Şimşek. 2013. “A TOPSIS-based Taguchi optimization to determine optimal mixture proportions of the high strength self-compacting concrete.” Chemom. Intell. Lab. Syst. 125 (Jun): 18–32. https://doi.org/10.1016/j.chemolab.2013.03.012.
Şimşek, B., T. Uygunoğlu, H. Korucu, and M. M. Kocakerim. 2018. “Analysis of the effects of dioctyl terephthalate obtained from polyethylene terephthalate wastes on concrete mortar: A response surface methodology based desirability function approach application.” J. Cleaner Prod. 170 (Jan): 437–445. https://doi.org/10.1016/j.jclepro.2017.09.176.
Tang, C., T.-C. Ling, and K. H. Mo. 2021. “Raman spectroscopy as a tool to understand the mechanism of concrete durability—A review.” Constr. Build. Mater. 268 (Jan): 121079. https://doi.org/10.1016/j.conbuildmat.2020.121079.
Tomczak, K., and J. Jakubowski. 2018. “The effects of age, cement content, and healing time on the self-healing ability of high-strength concrete.” Constr. Build. Mater. 187 (Oct): 149–159. https://doi.org/10.1016/j.conbuildmat.2018.07.176.
TSE (Turkish Standards Institution). 1981. Test method for determination the specific gravity the absorbtion water and the void ratio in hardened concrete. TS 3624. Ankara, Turkey: TSE.
Vetter, M., J. Gonzalez-Rodriguez, E. Nauha, and T. Kerr. 2019. “The use of Raman spectroscopy to monitor phase changes in concrete following high temperature exposure.” Constr. Build. Mater. 204 (Apr): 450–457. https://doi.org/10.1016/j.conbuildmat.2019.01.165.
Wang, J., S. Ding, B. Han, Y.-Q. Ni, and J. Ou. 2018. “Self-healing properties of reactive powder concrete with nanofillers.” Smart Mater. Struct. 27 (11): 115033. https://doi.org/10.1088/1361-665X/aae59f.
Wang, L., D. Zheng, S. Zhang, H. Cui, and D. Li. 2016. “Effect of nano-SiO2 on the hydration and microstructure of portland cement.” Nanomaterials (Basel) 6 (12): 241. https://doi.org/10.3390/nano6120241.
Wei, Y., Y. Liu, Y. Muhammad, S. Subhan, F. Meng, D. Ren, M. Han, and J. Li. 2020. “Study on the properties of GNPs/PS and GNPs/ODA composites incorporated SBS modified asphalt after short-term and long-term aging.” Constr. Build. Mater. 261 (Nov): 119682. https://doi.org/10.1016/j.conbuildmat.2020.119682.
Witkowski, H., and M. Koniorczyk. 2018. “New sampling method to improve the reliability of FTIR analysis for self-compacting concrete.” Constr. Build. Mater. 172 (May): 196–203. https://doi.org/10.1016/j.conbuildmat.2018.03.216.
Wu, M., Y. Zhang, Y. Jia, W. She, G. Liu, Y. Yang, Z. Rong, and W. Sun. 2019. “The influence of chemical admixtures on the strength and hydration behavior of lime-based composite cementitious materials.” Cem. Concr. Compos. 103 (Oct): 353–364. https://doi.org/10.1016/j.cemconcomp.2019.05.008.
Yang, H., M. Monasterio, H. Cui, and N. Han. 2017. “Experimental study of the effects of graphene oxide on microstructure and properties of cement paste composite.” Composites, Part A 102 (Nov): 263–272. https://doi.org/10.1016/j.compositesa.2017.07.022.
Yang, H., Y. Yan, and Z. Hu. 2020. “The preparation of nano calcium carbonate and calcium silicate hardening accelerator from marble waste by nitric acid treatment and study of early strength effect of calcium silicate on C30 concrete.” J. Build. Eng. 32 (Nov): 101507. https://doi.org/10.1016/j.jobe.2020.101507.
Yao, G., Q. Wang, Z. Wang, J. Wang, and X. Lyu. 2020. “Activation of hydration properties of iron ore tailings and their application as supplementary cementitious materials in cement.” Powder Technol. 360 (Jan): 863–871. https://doi.org/10.1016/j.powtec.2019.11.002.
Yim, H. J., Y. H. Bae, and J. H. Kim. 2020. “Method for evaluating segregation in self-consolidating concrete using electrical resistivity measurements.” Constr. Build. Mater. 232 (Jan): 117283. https://doi.org/10.1016/j.conbuildmat.2019.117283.
Zdeb, T. 2019. “Effect of vacuum mixing and curing conditions on mechanical properties and porosity of reactive powder concretes.” Constr. Build. Mater. 209 (Jun): 326–339. https://doi.org/10.1016/j.conbuildmat.2019.03.116.
Zeng, H., Y. Lai, S. Qu, and F. Yu. 2021. “Effect of graphene oxide on permeability of cement materials: An experimental and theoretical perspective.” J. Build. Eng. 41 (Sep): 102326. https://doi.org/10.1016/j.jobe.2021.102326.
Zhan, P. M., Z. H. He, Z. M. Ma, C. F. Liang, X. X. Zhang, A. A. Abreham, and J. Y. Shi. 2020. “Utilization of nano-metakaolin in concrete: A review.” J. Build. Eng. 30 (Jul): 101259. https://doi.org/10.1016/j.jobe.2020.101259.
Zhang, L., N. Ma, Y. Wang, B. Han, X. Cui, X. Yu, and J. Ou. 2016. “Study on the reinforcing mechanisms of nano silica to cement-based materials with theoretical calculation and experimental evidence.” J. Compos. Mater. 50 (29): 4135–4146. https://doi.org/10.1177/0021998316632602.
Zhang, W., B. Han, X. Yu, Y. Ruan, and J. Ou. 2018. “Nano boron nitride modified reactive powder concrete.” Constr. Build. Mater. 179 (Aug): 186–197. https://doi.org/10.1016/j.conbuildmat.2018.05.244.
Zhang, W., Q. Zheng, A. Ashour, and B. Han. 2020. “Self-healing cement concrete composites for resilient infrastructures: A review.” Composites, Part B 189 (May): 107892. https://doi.org/10.1016/j.compositesb.2020.107892.

Information & Authors

Information

Published In

Go to Journal of Materials in Civil Engineering
Journal of Materials in Civil Engineering
Volume 34Issue 10October 2022

History

Received: Sep 28, 2021
Accepted: Feb 2, 2022
Published online: Jul 20, 2022
Published in print: Oct 1, 2022
Discussion open until: Dec 20, 2022

Permissions

Request permissions for this article.

Authors

Affiliations

Barış Şimşek [email protected]
Associate Professor, Faculty of Engineering, Dept. of Chemical Engineering, Çankırı Karatekin Univ., Uluyazı Campus, Çankırı 18100, Turkey (corresponding author). Email: [email protected]
Tayfun Uygunoğlu [email protected]
Professor, Faculty of Engineering, Dept. of Civil Engineering, Afyon Kocatepe Univ., Ahmet Necdet Sezer Campus, Afyon 03200, Turkey. Email: [email protected]
Assistant Professor, Faculty of Engineering, Dept. of Chemical Engineering, Çankırı Karatekin Univ., Uluyazı Campus, Çankırı 18100, Turkey. ORCID: https://orcid.org/0000-0002-9660-0638. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share