Research article Topical Sections

Optimization of Bentocrete parameters using Response Surface Methodology (RSM)

  • Received: 25 January 2021 Accepted: 17 March 2021 Published: 23 March 2021
  • The present study aims at the influence of water/cement (W/C) ratio on workability, compressive strength, and durability, and microstructure of concrete by partial replacement of cement with bentonite (Bentocrete). The model development with the help of the matrix design was carried out using Response Surface Methodology (RSM). Scanning Electron Microscope (SEM) and X-ray diffraction used for assessment of bentonite microstructure. The variables in this research were water/cement (W/C) ratio and percentage of bentonite replacement. The W/C ratio was varied between 0.60 and 0.70; 0%, 10%, 20% and 30% of cement were substituted with bentonite. The responses (slump value, compaction factor, compressive strength (28 d), split tensile strength, flexural strength and charge passed through concrete (28 d) were assayed for all mixes. Design Expert 11.0 version was utilized for optimization using RSM. Bentonite's high-water absorption capacity decreased the workability as the OPC percentage decreased in the Bentocrete. The result has shown that the compressive strength, split tensile strength, and flexural strength of Bentocrete has decreased to 80% replacement of bentonite with OPC, increasing beyond that. This decrease is due to bentonite's pozzolanic reactivity. The durability of Bentocrete improved up to 20% replacement of OPC with bentonite. The increase is might be due to the pore filling effect, bentonite particles occupy the voids created by OPC since the particles of bentonite were finer than OPC. The models generated from RSM are valid with statistical significance in all the factors considered. 9.91% of the cost can be cut down at 80% cement substitution. The optimum solution with a desirability of 0.881 was obtained with 3.92% of bentonite substitution and 0.62 W/C ratio. The intended Bentocrete can be utilized in low-cost concrete production.

    Citation: M. Achyutha Kumar Reddy, V. Ranga Rao, K. Naga Chaitanya, Veerendrakumar C. Khed. Optimization of Bentocrete parameters using Response Surface Methodology (RSM)[J]. AIMS Materials Science, 2021, 8(2): 221-246. doi: 10.3934/matersci.2021015

    Related Papers:

  • The present study aims at the influence of water/cement (W/C) ratio on workability, compressive strength, and durability, and microstructure of concrete by partial replacement of cement with bentonite (Bentocrete). The model development with the help of the matrix design was carried out using Response Surface Methodology (RSM). Scanning Electron Microscope (SEM) and X-ray diffraction used for assessment of bentonite microstructure. The variables in this research were water/cement (W/C) ratio and percentage of bentonite replacement. The W/C ratio was varied between 0.60 and 0.70; 0%, 10%, 20% and 30% of cement were substituted with bentonite. The responses (slump value, compaction factor, compressive strength (28 d), split tensile strength, flexural strength and charge passed through concrete (28 d) were assayed for all mixes. Design Expert 11.0 version was utilized for optimization using RSM. Bentonite's high-water absorption capacity decreased the workability as the OPC percentage decreased in the Bentocrete. The result has shown that the compressive strength, split tensile strength, and flexural strength of Bentocrete has decreased to 80% replacement of bentonite with OPC, increasing beyond that. This decrease is due to bentonite's pozzolanic reactivity. The durability of Bentocrete improved up to 20% replacement of OPC with bentonite. The increase is might be due to the pore filling effect, bentonite particles occupy the voids created by OPC since the particles of bentonite were finer than OPC. The models generated from RSM are valid with statistical significance in all the factors considered. 9.91% of the cost can be cut down at 80% cement substitution. The optimum solution with a desirability of 0.881 was obtained with 3.92% of bentonite substitution and 0.62 W/C ratio. The intended Bentocrete can be utilized in low-cost concrete production.



    加载中


    [1] Zeng Q, Li K, Fen-Chong T, et al. (2012) Determination of cement hydration and pozzolanic reaction extents for fly-ash cement pastes. Constr Build Mater 27: 560-569. doi: 10.1016/j.conbuildmat.2011.07.007
    [2] Heikal M, Eldidamony H, Helmy IM, et al. (2003) Pozzolanic activity of fly ash. Silic Ind 68: 111-117.
    [3] Mirza J, Riaz M, Naseer A, et al. (2009) Pakistani bentonite in mortars and concrete as low cost construction material. Appl Clay Sci 45: 220-226. doi: 10.1016/j.clay.2009.06.011
    [4] Memon SA, Arsalan R, Khan S, et al. (2012) Utilization of Pakistani bentonite as partial replacement of cement in concrete. Constr Build Mater 30: 237-242. doi: 10.1016/j.conbuildmat.2011.11.021
    [5] Ahmad S, Barbhuiya SA, Elahi A (2011) Effect of Pakistani bentonite on properties of mortar and concrete. Clay Miner 46: 85-92. doi: 10.1180/claymin.2011.046.1.85
    [6] Masood B, Elahi A, Barbhuiya S, et al. (2020) Mechanical and durability performance of recycled aggregate concrete incorporating low calcium bentonite. Constr Build Mater 237: 117760. doi: 10.1016/j.conbuildmat.2019.117760
    [7] Siddique R (2014) Utilization of industrial by-products in concrete. Procedia Eng 95: 335-347. doi: 10.1016/j.proeng.2014.12.192
    [8] Nizar K, Kamarudin H, Idris MS, et al. (2007) Pysical, chemical & mineralogical properties of fly-ash. J Nucl Rela Technol 4: 47-51.
    [9] Cinku K, Karakas F, Boylu F (2014) Effect of calcinated magnesite on rheology of bentonite suspensions. Magnesia-bentonite interaction. Physicochem Probl Mi 50: 453-466.
    [10] Shabab ME, Shahzada K, Gencturk B, et al. (2016) Synergistic effect of fly ash and bentonite as partial replacement of cement in mass concrete. KSCE J Civ Eng 20: 1987-1995. doi: 10.1007/s12205-015-0166-x
    [11] Latawiec R, Woyciechowski P, Kowalski K (2018) Sustainable concrete performance—CO2-emission. Environments 5: 27. doi: 10.3390/environments5020027
    [12] Murray HH (2006) Bentonite applications, Developments in Clay Science, Elsevier, 2: 111-130.
    [13] Government of India Ministry of Mines Indian Bureau of Mines (2015) Bentonite, Indian Minerals Yearbook 2013, 52 Eds.
    [14] Reddy MAK, Rao VR (2019) Utilization of Bentonite in concrete: A review. IJRTE 7: 541-545.
    [15] Khushnood RA, Rizwan SA, Memon SA, et al. (2014) Experimental investigation on use of wheat straw ash and Bentonite in self-compacting cementitious system. Adv Mater Sci Eng 2014: 832508. doi: 10.1155/2014/832508
    [16] Afzal S, Shahzada K, Fahad M, et al. (2014) Assessment of early-age autogenous shrinkage strains in concrete using bentonite clay as internal curing technique. Constr Build Mater 66: 403-409. doi: 10.1016/j.conbuildmat.2014.05.051
    [17] Man X, Aminul Haque M, Chen B (2019) Engineering properties and microstructure analysis of magnesium phosphate cement mortar containing bentonite clay. Constr Build Mater 227: 116656. doi: 10.1016/j.conbuildmat.2019.08.037
    [18] Reddy GVK, Rao VR, Reddy MAK (2017) Experimental investigation of strength parameters of cement and concrete by partial replacement of cement with Indian calcium bentonite. Int J Civ Eng Technol 8: 512-518.
    [19] Wei J, Gencturk B (2019) Hydration of ternary Portland cement blends containing metakaolin and sodium bentonite. Cem Concr Res 123: 105772. doi: 10.1016/j.cemconres.2019.05.017
    [20] Şimşek B, Iç YT, Şimşek EH, et al. (2014) Development of a graphical user interface for determining the optimal mixture parameters of normal weight concretes: A response surface methodology based quadratic programming approach. Chemometr Intell Lab 136: 1-9. doi: 10.1016/j.chemolab.2014.05.001
    [21] Neville AM (2009) Properties of Concrete, 2 Eds., Person Education Limited.
    [22] Javed U, Khushnood RA, Memon SA, et al. (2020) Sustainable incorporation of lime-bentonite clay composite for production of ecofriendly bricks. J Clean Prod 263: 121469.
    [23] Divyana R (2015) An experimental study on concrete using bentonite and steel slag. National Conference on Research Advances in Communication, Computation, Electrical Science and Structures.
    [24] Chamundeeswari J (2012) Experimental study on partial replacement of cement by bentonite in paverblock. Int J Eng Trends Technol 3: 41-47.
    [25] Ahad MZ, Ashraf M, Kumar R, et al. (2018) Thermal, physico-chemical, and mechanical behaviour of mass concrete with hybrid blends of bentonite and fly ash. Materials 12: 60. doi: 10.3390/ma12010060
    [26] Adeboje AO, Kupolati WK, Sadiku ER, et al. (2020) Experimental investigation of modified bentonite clay-crumb rubber concrete. Constr Build Mater 233: 117187. doi: 10.1016/j.conbuildmat.2019.117187
    [27] Chandrakanth M, Rao NPC, Rao KS (2016) Experimental studies on concrete with Bentonite as mineral admixture. GRD J 1: 7-10.
    [28] Karthikeyan M, Ramachandran PR, Nandhini A, et al. (2015) Application on partial substitute of cement by bentonite in concrete. Int J ChemTech Res 8: 384-388.
    [29] Sudheer KS, Kumar PPS, Reddy MAK, et al. (2017) A study on durability of concrete by partial replacement of cement with bentonite. Int J ChemTech Res 10: 898-904.
    [30] Karunarathne VK, Paul SC, Šavija B (2019) Development of nano-SiO2 and Bentonite-based mortars for corrosion protection of reinforcing steel. Materials 12: 2622. doi: 10.3390/ma12162622
    [31] Xie Y, Li J, Lu Z, et al. (2018) Effects of bentonite slurry on air-void structure and properties of foamed concrete. Constr Build Mater 179: 207-219. doi: 10.1016/j.conbuildmat.2018.05.226
    [32] Klaus H, Oscar K (2018) Design and Analysis of Experiments, New York: John Wiley & Sons.
    [33] Mohammed BS, Liew MS, Alaloul WS, et al. (2018) Properties of nano-silica modified pervious concrete. Case Stud Constr Mater 8: 409-422.
    [34] Sun Y, Yu R, Shui Z, et al. (2019) Understanding the porous aggregates carrier effect on reducing autogenous shrinkage of Ultra-High Performance Concrete (UHPC) based on response surface method. Constr Build Mater 222: 130-141. doi: 10.1016/j.conbuildmat.2019.06.151
    [35] Ferdosian I, Camões A (2017) Eco-efficient ultra-high performance concrete development by means of response surface methodology. Cem Concr Compos 84: 146-156. doi: 10.1016/j.cemconcomp.2017.08.019
    [36] Ghafari E, Costa H, Júlio E (2014) RSM-based model to predict the performance of self-compacting UHPC reinforced with hybrid steel micro-fibers. Constr Build Mater 66: 375-383. doi: 10.1016/j.conbuildmat.2014.05.064
    [37] Mohammed BS, Adamu M, Liew MS (2018) Evaluating the effect of crumb rubber and nano silica on the properties of high volume fly ash roller compacted concrete pavement using non-destructive techniques. Case Stud Constr Mater 8: 380-391.
    [38] Mohammed BS, Achara BE, Liew MS, et al. (2019) Effects of elevated temperature on the tensile properties of NS-modified self-consolidating engineered cementitious composites and property optimization using response surface methodology (RSM). Constr Build Mater 206: 449-469. doi: 10.1016/j.conbuildmat.2019.02.033
    [39] Gao Y, Xu J, Luo X, et al. (2016) Experiment research on mix design and early mechanical performance of alkali-activated slag using response surface methodology (RSM). Ceram Int 42: 11666-11673. doi: 10.1016/j.ceramint.2016.04.076
    [40] Long X, Cai L, Li W (2019) RSM-based assessment of pavement concrete mechanical properties under joint action of corrosion, fatigue, and fiber content. Constr Build Mater 197: 406-420. doi: 10.1016/j.conbuildmat.2018.11.157
    [41] Montgomery DC (2017) Design and Analysis of Experiments, John Wiley & Sons.
    [42] Kadar JMA, Dhanalakshmi G (2016) Experimental investigation on concrete by partial replacement on cement by bentonite and coarse aggregate by steel slag. IJIRSET 5: 10302-10309.
  • Reader Comments
  • © 2021 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(3236) PDF downloads(289) Cited by(10)

Article outline

Figures and Tables

Figures(21)  /  Tables(13)

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog