Compressive strength, a crucial mechanical property of cement mortars, is typically measured destructively. However, there is a need to evaluate the strength of unique cement-based samples at various ages without causing damage. In this paper, a predictive framework using a genetic algorithm (GA) is proposed for estimating the compressive strength of ordinary cement-based mortars based on their dynamic elastic modulus, measured non-destructively using the impulse excitation technique. By combining the Popovics model (PM) and the Lydon–Balendran model (LBM), the static elastic modulus of samples was calculated using constant coefficients, representing an equivalent compressive strength. A GA was then employed to determine optimal values for these coefficients. The results showed that the LBM-based strength was dominant in the middle range of the dynamic Young's modulus while the PM-based strength was dominant for higher and lower values of the dynamic Young's modulus. The model was found to have a small root mean square error (3.1%). The findings suggest that this non-destructive model has potential for predicting the mechanical properties of cement mortars. It allows efficient evaluation of compressive strength without destructive testing, offering advantages for reliable assessments of cement-based materials.
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May 2024
Research Article|
September 19 2023
Estimation of compressive strength of cement mortars using impulse excitation technique and a genetic algorithm
Muftah Mohamed Baroud;
Muftah Mohamed Baroud
Lecturer, Department of Computer Science, Faculty of Computing, Universiti Teknologi Malaysia, Skudai, Johor, Malaysia
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Arif Sari;
Arif Sari
Professor, Department of Management Information Systems, Girne American University, Kyrenia, North Cyprus, Turkey (co-corresponding author: arifsari@gau.edu.tr)
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Sherzod Shukhratovich Abdullaev;
Sherzod Shukhratovich Abdullaev
Senior Researcher, Faculty of Chemical Engineering, New Uzbekistan University, Tashkent, Uzbekistan; Scientific and Innovation Department, Tashkent State Pedagogical University named after Nizami, Tashkent, Uzbekistan; Department of Organic Chemistry, Andijan Machine-Building Institute, Andijan, Uzbekistan
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Majid Samavatian;
Majid Samavatian
Researcher, Department of Advanced Materials and Renewable Energy, Iranian Research Organization for Science and Technology (IROST), Tehran, Iran; Research and Development Group, Surin Azma Energy Co. Ltd, Tehran, Iran (corresponding author: m.samavatian@srbiau.ac.ir)
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Vahid Samavatian
Vahid Samavatian
Researcher, Research and Development Group, Surin Azma Energy Co. Ltd, Tehran, Iran; Department of Engineering, Sharif University of Technology, Tehran, Iran
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Publisher: Emerald Publishing
Received:
February 21 2023
Accepted:
July 16 2023
Online ISSN: 1751-7605
Print ISSN: 0951-7197
Emerald Publishing Limited: All rights reserved
2023
Advances in Cement Research (2024) 36 (5): 230–239.
Article history
Received:
February 21 2023
Accepted:
July 16 2023
Citation
Baroud MM, Sari A, Abdullaev SS, Samavatian M, Samavatian V (2024), "Estimation of compressive strength of cement mortars using impulse excitation technique and a genetic algorithm". Advances in Cement Research, Vol. 36 No. 5 pp. 230–239, doi: https://doi.org/10.1680/jadcr.23.00031
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