Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar

An experimental investigation was conducted to synthesise an alkali-activated binder using natural pozzolan and limestone powder. The effect of the mix parameters such as the binder ratio, NaOH molarity (4 - 14 M), curing temperature (25 - 90 °C), sodium silicate to sodium hydroxide ratio (0.5 - 1.5...

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Main Authors: Adewale, Adewumi Adeshina, Mohammad, Ismail, Mohd. Azreen, Mohd. Ariffin, Olalekan, Yusuf Moruf, Onoruoiza, Salami Hamza, Taoreed O., Owolabi, Mohammed, Maslehuddin
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Published: University of Chemistry and Technology, Faculty of Environmental Technology 2020
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Online Access:http://eprints.utm.my/id/eprint/93686/
http://dx.doi.org/10.13168/cs.2020.0028
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spelling my.utm.936862021-12-31T08:48:19Z http://eprints.utm.my/id/eprint/93686/ Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar Adewale, Adewumi Adeshina Mohammad, Ismail Mohd. Azreen, Mohd. Ariffin Olalekan, Yusuf Moruf Onoruoiza, Salami Hamza Taoreed O., Owolabi Mohammed, Maslehuddin TA Engineering (General). Civil engineering (General) An experimental investigation was conducted to synthesise an alkali-activated binder using natural pozzolan and limestone powder. The effect of the mix parameters such as the binder ratio, NaOH molarity (4 - 14 M), curing temperature (25 - 90 °C), sodium silicate to sodium hydroxide ratio (0.5 - 1.5), fine aggregate to binder ratio (1.4 - 2.2), alkaline activator to binder ratio (0.45 - 0.55) and curing days (1, 3, 7, 14, 28) were determined on the compressive strength of the mortar. A stepwise regression algorithm was developed to estimate the compressive strength of the mortar. Five different models (I-V) were developed using 130 experimental data sets with seven descriptors. Bayesian information criterion (BIC), Akaike's information criterion (AIC) and the sum of square error (SSE) criteria were used to fit the developed model in order to select the best model. The cubic with interactions model (V) is characterised with a high correlation coefficient (97.2 %), the lowest root means square error (1.672), and the lowest mean absolute error (1.313) in comparison with the other four models (I-IV). The outcomes of this work could provide an effective and efficient way of modelling the compressive strength of environmentally friendly binders with minimal experimental stress, limit the uncertainties and errors inherent in a laboratory. University of Chemistry and Technology, Faculty of Environmental Technology 2020-12 Article PeerReviewed Adewale, Adewumi Adeshina and Mohammad, Ismail and Mohd. Azreen, Mohd. Ariffin and Olalekan, Yusuf Moruf and Onoruoiza, Salami Hamza and Taoreed O., Owolabi and Mohammed, Maslehuddin (2020) Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar. Ceramics - Silikaty, 64 (4). pp. 407-417. ISSN 0862-5468 http://dx.doi.org/10.13168/cs.2020.0028 DOI:10.13168/cs.2020.0028
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Adewale, Adewumi Adeshina
Mohammad, Ismail
Mohd. Azreen, Mohd. Ariffin
Olalekan, Yusuf Moruf
Onoruoiza, Salami Hamza
Taoreed O., Owolabi
Mohammed, Maslehuddin
Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
description An experimental investigation was conducted to synthesise an alkali-activated binder using natural pozzolan and limestone powder. The effect of the mix parameters such as the binder ratio, NaOH molarity (4 - 14 M), curing temperature (25 - 90 °C), sodium silicate to sodium hydroxide ratio (0.5 - 1.5), fine aggregate to binder ratio (1.4 - 2.2), alkaline activator to binder ratio (0.45 - 0.55) and curing days (1, 3, 7, 14, 28) were determined on the compressive strength of the mortar. A stepwise regression algorithm was developed to estimate the compressive strength of the mortar. Five different models (I-V) were developed using 130 experimental data sets with seven descriptors. Bayesian information criterion (BIC), Akaike's information criterion (AIC) and the sum of square error (SSE) criteria were used to fit the developed model in order to select the best model. The cubic with interactions model (V) is characterised with a high correlation coefficient (97.2 %), the lowest root means square error (1.672), and the lowest mean absolute error (1.313) in comparison with the other four models (I-IV). The outcomes of this work could provide an effective and efficient way of modelling the compressive strength of environmentally friendly binders with minimal experimental stress, limit the uncertainties and errors inherent in a laboratory.
format Article
author Adewale, Adewumi Adeshina
Mohammad, Ismail
Mohd. Azreen, Mohd. Ariffin
Olalekan, Yusuf Moruf
Onoruoiza, Salami Hamza
Taoreed O., Owolabi
Mohammed, Maslehuddin
author_facet Adewale, Adewumi Adeshina
Mohammad, Ismail
Mohd. Azreen, Mohd. Ariffin
Olalekan, Yusuf Moruf
Onoruoiza, Salami Hamza
Taoreed O., Owolabi
Mohammed, Maslehuddin
author_sort Adewale, Adewumi Adeshina
title Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
title_short Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
title_full Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
title_fullStr Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
title_full_unstemmed Empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
title_sort empirical modelling of the compressive strength of an alkaline activated natural pozzolan and limestone powder mortar
publisher University of Chemistry and Technology, Faculty of Environmental Technology
publishDate 2020
url http://eprints.utm.my/id/eprint/93686/
http://dx.doi.org/10.13168/cs.2020.0028
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score 13.211869