Computers and Concrete
Volume 35, Number 6, 2025, pages 697-707
DOI: 10.12989/cac.2025.35.6.697
Impact of marble sludge powder on the mechanical properties of fiber-reinforced concrete: Experimental and ANN prediction
Meena Devi G, Sumant Nivarutti Shinde, Leo Amalraj J, Samson Isaac, Arti Chouksey and Zunaithur Rahman D
Abstract
This research investigates the possible outcomes of partially replacing cement in concrete with marble sludge powder (MSP). Both freshly mixed concrete and concrete that had been given time to cure were used in studies to look at various fiber-reinforced (FR) concrete qualities. Two water-cement ratios, 0.35 and 0.40, were used to get the desired results. Marble sludge powder and 0.5% polypropylene 3S fiber were substituted at percentages of 0%, 5%, 10%, 15%, 20%, and 25%. To assess the samples' quality, a series of mechanical tests were conducted on them after 7, 14, 28, and 56 days of a cure. A split tensile and flexural strength prediction model was developed using an artificial neural network (ANN). Plotting the experimentally recorded split tensile and flexural strengths versus the statistical analysis of regression strength was done after 56 days for the artificial neural network. The results of the studies suggest that employing powder generated from leftover marble might have a positive economic impact and reduce the environmental harm that concrete causes. By substituting up to 15% of the typical aggregate with dry marble sludge powder, the split tensile and flexural strengths increased to 6.42 MPa and 7.98 MPa respectively.
Key Words
fiber-reinforced concrete; machine learning technology (MLT); marble sludge powder; polypropylene 3s
Address
Meena Devi G: Department of Mathematics, St. Joseph's College of Engineering, Chennai, Tamilnadu 600119, India
Sumant Nivarutti Shinde: Department of Civil Engineering, MIT World Peace University, Pune, Maharashtra 411038, India
Leo Amalraj J: Department of Mathematics, R.M.K. College of Engineering and Technology, Thiruvallur, Tamilnadu 601206, India
Samson Isaac: Department of Biomedical Engineering, Karunya Institute of Technology and Sciences, Coimbatore, Tamilnadu 641114, India
Arti Chouksey: Department of Civil Engineering, Deenbandhu Chhotu Ram University of Science and Technology, Murthal, Haryana 131039, India
Zunaithur Rahman D: Department of Civil Engineering, Aalim Muhammed Salegh College of Engineering, Chennai, Tamilnadu 600055, India