Design of experiment on concrete mechanical properties prediction: a critical review

Concrete mix design and the determination of concrete performance are not merely engineering studies, but also mathematical and statistical endeavors. The study of concrete mechanical properties involves a myriad of factors, including, but not limited to, the amount of each constituent material and...

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Main Authors: Putra Jaya, Ramadhansyah, Chong, Beng Wei, Rokiah, Othman, Mohd Rosli, Mohd Hasan, Sandu, Andrei Victor, Nabiałek, Marcin, Jez, Bartłomiej, Pietrusiewicz, Paweł, Kwiatkowski, Dariusz, Postawa, Przemysław, Mohd Mustafa Al Bakri, Abdullah
Format: Article
Language:English
Published: MDPI AG, Basel, Switzerland 2021
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Online Access:http://umpir.ump.edu.my/id/eprint/31111/1/Design%20of%20Experiment%20on%20Concrete%20Mechanical%20Properties%20Prediction.pdf
http://umpir.ump.edu.my/id/eprint/31111/
https://doi.org/10.3390/ma14081866
https://doi.org/10.3390/ma14081866
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spelling my.ump.umpir.311112021-04-20T06:05:04Z http://umpir.ump.edu.my/id/eprint/31111/ Design of experiment on concrete mechanical properties prediction: a critical review Putra Jaya, Ramadhansyah Chong, Beng Wei Rokiah, Othman Putra Jaya, Ramadhansyah Mohd Rosli, Mohd Hasan Sandu, Andrei Victor Nabiałek, Marcin Jez, Bartłomiej Pietrusiewicz, Paweł Kwiatkowski, Dariusz Postawa, Przemysław Mohd Mustafa Al Bakri, Abdullah TH Building construction Concrete mix design and the determination of concrete performance are not merely engineering studies, but also mathematical and statistical endeavors. The study of concrete mechanical properties involves a myriad of factors, including, but not limited to, the amount of each constituent material and its proportion, the type and dosage of chemical additives, and the inclusion of different waste materials. The number of factors and combinations make it difficult, or outright impossible, to formulate an expression of concrete performance through sheer experimentation. Hence, design of experiment has become a part of studies, involving concrete with material addition or replacement. This paper reviewed common design of experimental methods, implemented by past studies, which looked into the analysis of concrete performance. Several analysis methods were employed to optimize data collection and data analysis, such as analysis of variance (ANOVA), regression, Taguchi method, Response Surface Methodology, and Artificial Neural Network. It can be concluded that the use of statistical analysis is helpful for concrete material research, and all the reviewed designs of experimental methods are helpful in simplifying the work and saving time, while providing accurate prediction of concrete mechanical performance. MDPI AG, Basel, Switzerland 2021 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/31111/1/Design%20of%20Experiment%20on%20Concrete%20Mechanical%20Properties%20Prediction.pdf Putra Jaya, Ramadhansyah and Chong, Beng Wei and Rokiah, Othman and Putra Jaya, Ramadhansyah and Mohd Rosli, Mohd Hasan and Sandu, Andrei Victor and Nabiałek, Marcin and Jez, Bartłomiej and Pietrusiewicz, Paweł and Kwiatkowski, Dariusz and Postawa, Przemysław and Mohd Mustafa Al Bakri, Abdullah (2021) Design of experiment on concrete mechanical properties prediction: a critical review. Materials, 14 (8). pp. 1-17. ISSN 1996-1944 https://doi.org/10.3390/ma14081866 https://doi.org/10.3390/ma14081866
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic TH Building construction
spellingShingle TH Building construction
Putra Jaya, Ramadhansyah
Chong, Beng Wei
Rokiah, Othman
Putra Jaya, Ramadhansyah
Mohd Rosli, Mohd Hasan
Sandu, Andrei Victor
Nabiałek, Marcin
Jez, Bartłomiej
Pietrusiewicz, Paweł
Kwiatkowski, Dariusz
Postawa, Przemysław
Mohd Mustafa Al Bakri, Abdullah
Design of experiment on concrete mechanical properties prediction: a critical review
description Concrete mix design and the determination of concrete performance are not merely engineering studies, but also mathematical and statistical endeavors. The study of concrete mechanical properties involves a myriad of factors, including, but not limited to, the amount of each constituent material and its proportion, the type and dosage of chemical additives, and the inclusion of different waste materials. The number of factors and combinations make it difficult, or outright impossible, to formulate an expression of concrete performance through sheer experimentation. Hence, design of experiment has become a part of studies, involving concrete with material addition or replacement. This paper reviewed common design of experimental methods, implemented by past studies, which looked into the analysis of concrete performance. Several analysis methods were employed to optimize data collection and data analysis, such as analysis of variance (ANOVA), regression, Taguchi method, Response Surface Methodology, and Artificial Neural Network. It can be concluded that the use of statistical analysis is helpful for concrete material research, and all the reviewed designs of experimental methods are helpful in simplifying the work and saving time, while providing accurate prediction of concrete mechanical performance.
format Article
author Putra Jaya, Ramadhansyah
Chong, Beng Wei
Rokiah, Othman
Putra Jaya, Ramadhansyah
Mohd Rosli, Mohd Hasan
Sandu, Andrei Victor
Nabiałek, Marcin
Jez, Bartłomiej
Pietrusiewicz, Paweł
Kwiatkowski, Dariusz
Postawa, Przemysław
Mohd Mustafa Al Bakri, Abdullah
author_facet Putra Jaya, Ramadhansyah
Chong, Beng Wei
Rokiah, Othman
Putra Jaya, Ramadhansyah
Mohd Rosli, Mohd Hasan
Sandu, Andrei Victor
Nabiałek, Marcin
Jez, Bartłomiej
Pietrusiewicz, Paweł
Kwiatkowski, Dariusz
Postawa, Przemysław
Mohd Mustafa Al Bakri, Abdullah
author_sort Putra Jaya, Ramadhansyah
title Design of experiment on concrete mechanical properties prediction: a critical review
title_short Design of experiment on concrete mechanical properties prediction: a critical review
title_full Design of experiment on concrete mechanical properties prediction: a critical review
title_fullStr Design of experiment on concrete mechanical properties prediction: a critical review
title_full_unstemmed Design of experiment on concrete mechanical properties prediction: a critical review
title_sort design of experiment on concrete mechanical properties prediction: a critical review
publisher MDPI AG, Basel, Switzerland
publishDate 2021
url http://umpir.ump.edu.my/id/eprint/31111/1/Design%20of%20Experiment%20on%20Concrete%20Mechanical%20Properties%20Prediction.pdf
http://umpir.ump.edu.my/id/eprint/31111/
https://doi.org/10.3390/ma14081866
https://doi.org/10.3390/ma14081866
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score 13.211869