Strain-Rate Dependence of the Mechanical Properties of Cellular Lightweight Concrete: Experimental Study and Analytical Modeling with Multigene Genetic Programming
Publication: Practice Periodical on Structural Design and Construction
Volume 28, Issue 4
Abstract
This work experimentally evaluated compressive strength and splitting tensile strength of cellular lightweight concrete (CLC) under varying strain-rate conditions. A novel artificial technique called multigene genetic programming (MGGP) was used in conjunction with the stepwise regression analysis to develop mathematical models that are efficient in predicting major strength parameters (compressive strength and tensile strength) of CLC under various displacement rates (). In the observation, the MGGP-based models outperformed the regression-based models for predicting both splitting tensile and compressive strengths. The outcome of this study demonstrates that displacement rate and density have considerable impacts on both compressive and splitting tensile strength of CLC. With an increase in displacement rate from 0.1 to , the compressive strength and tensile strength of CLC are found to increase by 87% and 116%, respectively. The proposed models would help to predict the strength parameters analytically with significant accuracy where experimental tests are not feasible to perform.
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Data Availability Statement
All data, models, and codes that support the findings of this study are available from the corresponding author upon reasonable request.
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© 2023 American Society of Civil Engineers.
History
Received: Sep 20, 2022
Accepted: May 11, 2023
Published online: Jul 8, 2023
Published in print: Nov 1, 2023
Discussion open until: Dec 8, 2023
ASCE Technical Topics:
- Analysis (by type)
- Compressive strength
- Computer programming
- Computing in civil engineering
- Concrete
- Engineering fundamentals
- Engineering materials (by type)
- Lightweight concrete
- Material mechanics
- Material properties
- Materials engineering
- Mathematical models
- Models (by type)
- Regression analysis
- Statistical analysis (by type)
- Strain
- Strain rates
- Strength of materials
- Tensile strength
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