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Call for Papers:Vol.11 Issue.4

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Title: :  Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials
PaperId: :  26997
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26997
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
RAJAT PANDEYBHAGWANT UNIVERSITY, AJMER
TRIPURARI PANDEYBHAGWANT UNIVERSITY, AJMER
ER. GULZAR AHMAD BHAGWANT UNIVERSITY, AJMER
ER. SHREYANCE SHARMA BHAGWANT UNIVERSITY, AJMER
ER. BHARAT PHULWARIBHAGWANT UNIVERSITY, AJMER

Abstract

Construction Engineering
Machine Learning; Cement Hydration, Supplementary Cementitious Materials, Fly Ash, GGBFS, Concrete Strength Prediction, Heat of Hydration, Sustainable Construction, Regression Model.
Abstract This study explores the integration of machine learning (ML) techniques in predicting the hydration behavior and mechanical performance of concrete containing supplementary cementitious materials (SCMs), specifically fly ash and ground granulated blast furnace slag (GGBFS). Centered on two primary objectives, the research evaluates the compressive strength of concrete using a compressive testing machine (CTM) and develops an ML-based regression model to forecast the heat of hydration. Experimental data collected from 2007 to 2011—including cement composition, water-to-binder ratios, and curing conditions—were used to train and validate the model. Findings indicate that mixes incorporating 10–20% SCMs show slightly reduced early-age strength but achieve long-term strength comparable to conventional mixes, with notable enhancements in workability and durability. The ML model demonstrated high accuracy in predicting hydration trends, with feature importance analysis identifying SCM content and water-to-binder ratio as key influencing factors. These results affirm the potential of ML-driven approaches in optimizing concrete mix design for sustainable and durable infrastructure development.

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IJARIIE RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. "Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 4298-4307
MLA RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. "Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 4298-4307.
APA RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , & ER. BHARAT PHULWARI. (2025). Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 4298-4307.
Chicago RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. "Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 4298-4307.
Oxford RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. 'Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 4298-4307. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Predicting_Cement_Hydration_and_Mechanical_Performance_with_Machine_Learning_and_Supplementary_Cementitious_Materials_ijariie26997.pdf (Accessed : ).
Harvard RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. (2025) 'Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 4298-4307IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Predicting_Cement_Hydration_and_Mechanical_Performance_with_Machine_Learning_and_Supplementary_Cementitious_Materials_ijariie26997.pdf (Accessed : )
IEEE RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI, "Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 4298-4307, May-Jun 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Predicting_Cement_Hydration_and_Mechanical_Performance_with_Machine_Learning_and_Supplementary_Cementitious_Materials_ijariie26997.pdf [Accessed : ].
Turabian RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. "Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver RAJAT PANDEY, TRIPURARI PANDEY, ER. GULZAR AHMAD , ER. SHREYANCE SHARMA , and ER. BHARAT PHULWARI. Predicting Cement Hydration and Mechanical Performance with Machine Learning and Supplementary Cementitious Materials. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 4298-4307. Available from: http://ijariie.com/AdminUploadPdf/Predicting_Cement_Hydration_and_Mechanical_Performance_with_Machine_Learning_and_Supplementary_Cementitious_Materials_ijariie26997.pdf
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