prediction of mechanical properties of concrete made with

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Prediction of Mechanical Properties of Concrete Made with ...

T1 - Prediction of Mechanical Properties of Concrete Made with Recycled Concrete Aggregates Using Statistical Analysis of Data Available in Literature. AU - Jayasuriya, Anuruddha. AU - Chen, Tola. AU - Shibata, Emily. AU - Adams, Matthew P. PY - 2020/1/1. Y1 - 2020/1/1

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Prediction of Mechanical Properties of Concrete Made with ...

Jun 22, 2019  10%  Jayasuriya A., Chen T., Shibata E., Adams M.P. (2020) Prediction of Mechanical Properties of Concrete Made with Recycled Concrete Aggregates Using Statistical Analysis of Data Available in Literature.

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Prediction of mechanical properties of green concrete ...

In order to promote the re-utilization of WFS, gene expression programming (GEP) has been employed in this study to develop empirical models for prediction of mechanical properties of concrete made with WFS (CMWFS). An extensive and reliable database of mechanical properties of CMWFS is established through a comprehensive literature review.

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Prediction of Mechanical Properties of Concrete Made with ...

Dive into the research topics of 'Prediction of Mechanical Properties of Concrete Made with Recycled Concrete Aggregates Using Statistical Analysis of Data Available in Literature'. Together they form a unique fingerprint.

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Prediction of mechanical properties of rubberised concrete ...

Dec 01, 2019  In this paper, a model, based on ANN approach, has been made for prediction of the mechanical properties namely compressive strength- Air cooled (f c a), compressive strength- Water cooled (f c w), static modulus of elasticity (E s), dynamic modulus of elasticity (E d) and mass loss (M l) of rubberised concrete exposed to elevated temperature ...

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Machine learning prediction of mechanical properties of ...

Nov 10, 2020  2. Prediction of mechanical properties of concrete. ML models have been extensively used as an effective tool for forecasting mechanical properties of concrete. Those models are typically applied to an extensive dataset, which is generally divided into

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Mechanistic data-driven prediction of as-built mechanical ...

Jun 08, 2021  The prediction of as-built mechanical properties (e.g., ultimate tensile strength (UTS)) remains very challenging because of the multiphysics involved, such as

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Prediction of mechanical properties of rubberised concrete ...

However, there is non-availability of a mathematical model for rapid prediction of mechanical properties of the rubberised concrete subjected to elevated temperature. To bridge this gap an attempt has been made for development of explicit expressions through artificial neural network (ANN) approach in

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PREDICTION OF MECHANICAL STRENGTH OF

polypropylene fibre reinforced concrete to find the mechanical properties for different volume of fibre at 7 days and 28 days of curing. The prediction of strength using ANN approach was also discussed and compared. 2 EXPERIMENTAL STUDY The ingredients of concrete were studied properly to identify its properties of the ingredients.

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PREDICTION OF MECHANICAL PROPERTIES OF EPOXY CONCRETE

In this study, an atomistic modeling approach has been used for predicting the mechanical properties of epoxy concrete. Fully atomistic models were built by varying the weight percent of the polymer (epoxy) and the aggregates (silica and calcite) using molecular dynamics (MD) simulations.

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Machine Learning-Based Modeling with Optimization ...

Mar 04, 2021  4.1. Mechanical Properties of SCBA Concrete. The results of mechanical properties, i.e., compressive strength (CS), splitting tensile strength (ST), and flexural strength (FS), of SCBA concrete were determined in laboratory by casting concrete cylinders and beams with varying proportions of SCBA (0% to 40%), as presented in Table 5. It can be ...

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PREDICTION OF MECHANICAL PROPERTIES OF ALCCOFINE

PREDICTION OF MECHANICAL PROPERTIES OF ALCCOFINE ACTIVATED LOW CALCIUM FLY ASH BASED GEOPOLYMER CONCRETE Bharat Bhushan Jindal 1,2, Dhirendra Singhal 3, Sanjay K. Sharma 4 and Parveen 3 1I.K.G. Punjab Technical University, Kapurthala, Punjab, India 2Department of Civil Engineering, M.M. University Sadopur, Ambala, India

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Machine learning prediction of mechanical properties of ...

Accurate prediction of the mechanical properties of concrete has been a concern since these properties are often required by design codes. The emergence of new concrete mixtures and applications has motivated researchers to pursue reliable models for predicting mechanical strength.

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Machine learning prediction of mechanical properties of ...

Nov 10, 2020  2. Prediction of mechanical properties of concrete. ML models have been extensively used as an effective tool for forecasting mechanical properties of concrete. Those models are typically applied to an extensive dataset, which is generally divided into

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Prediction Models for the Mechanical Properties of Self ...

The paper aims to investigate the influence of waste tire rubber and silica fume on the fresh and hardened properties of self-compacting concrete (SCC) and to design multivariate regression models for the prediction of the mechanical properties of self-compacting rubberized concrete (SCRC). For this purpose, 21 concrete mixtures were designed.

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Effect of temperature and aging on the mechanical ...

Jul 01, 2002  As shown in Fig. 8, the new prediction model reasonably estimates the mechanical properties of concrete cured at variable curing temperature. Therefore, it is safe to assume that the new prediction model can be used for estimating the mechanical properties of in-place concrete. Download : Download full-size image; Fig. 8.

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Prediction of mechanical properties of rubberised concrete ...

Dec 01, 2019  In this paper, a model, based on ANN approach, has been made for prediction of the mechanical properties namely compressive strength- Air cooled (f c a), compressive strength- Water cooled (f c w), static modulus of elasticity (E s), dynamic modulus of elasticity (E d) and mass loss (M l) of rubberised concrete exposed to elevated temperature ...

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Multi-level homogenization for the prediction of the ...

Multi-level homogenization for the prediction of the mechanical properties of ultra-high-performance concrete Bezawit F. Hailea, D.W. Jina, Beomjoo Yangb, Solmoi Parka, H.K. Leea,⇑ a Department of Civil and Environmental Engineering, Korea Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea bSchool of Civil Engineering, Chungbuk National ...

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Prediction of the compressive strength of high-performance ...

May 03, 2021  Introduction. Construction of large-span and super high-rise concrete structures has become a current trend [], posing an increasingly stringent requirement for the compressive strength of concrete.For this reason, self-compacting concrete (SCC) with high strength, self-compacting ability, and excellent load-bearing performance has been gradually used in civil engineering.

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Prediction of mechanical properties of the concrete/cement ...

To address these issues, a mathematical model was developed in predicting the mechanical properties of concrete Viz., compressive strength, tensile strength, split tensile strength, Impact strengths, shear strength, elasticity modulus, and in Cement mortar the model will be used in predicting the strength parameters of cement mortar.

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Prediction of mechanical properties of the concrete/cement ...

To address these issues, a mathematical model was developed in predicting the mechanical properties of concrete Viz., compressive strength, tensile strength, split tensile strength, Impact strengths, shear strength, elasticity modulus, and in Cement mortar the model will be used in predicting the strength parameters of cement mortar.

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Mechanical Properties of Concrete Made from Different ...

Mar 01, 2019  The mechanical properties including the moduli of elasticity and rupture, stress-strain relationship, splitting and direct tensile strengths, shear friction strength, and bond strength were proposed as power functions of the compressive strength and oven-dried density of concrete. The mechanical properties predicted using the proposed equations ...

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(PDF) Compressive Strength Prediction for Concrete ...

A prediction model that can estimate the compressive strength of concrete made with nanomaterials is still lacking. Such models are considerably needed for the design and analysis of reinforced ...

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Mechanical Properties and Service Life Prediction of ...

Feb 13, 2018  Mechanical properties of modified concrete suffered from sulfate corrosion were researched, and the variation trend of the compressive strength of fly ash concrete was analyzed. Based on the test results, the service life of the modified concrete was predicted. 2. Experimental Program. 2.1.

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Prediction of the compressive strength of high-performance ...

May 03, 2021  Introduction. Construction of large-span and super high-rise concrete structures has become a current trend [], posing an increasingly stringent requirement for the compressive strength of concrete.For this reason, self-compacting concrete (SCC) with high strength, self-compacting ability, and excellent load-bearing performance has been gradually used in civil engineering.

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Prediction: A Critical Review

materials Article Design of Experiment on Concrete Mechanical Properties Prediction: A Critical Review Beng Wei Chong 1, Rokiah Othman 1,*, Ramadhansyah Putra Jaya 2,3, Mohd Rosli Mohd Hasan 4, Andrei Victor Sandu 3,5, Marcin Nabiałek 6, Bartłomiej Jez˙ 6, Paweł Pietrusiewicz 6, Dariusz Kwiatkowski 7, Przemysław Postawa 7 and Mohd Mustafa Al Bakri Abdullah 3 ...

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Prediction Models for the Mechanical Properties of Self ...

The paper aims to investigate the influence of waste tire rubber and silica fume on the fresh and hardened properties of self-compacting concrete (SCC) and to design multivariate regression models for the prediction of the mechanical properties of self-compacting rubberized concrete (SCRC). For this purpose, 21 concrete mixtures were designed. Crumb rubber derived from end-of-life tires (grain ...

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Mechanical Properties Of Geopolymer Concrete: Statistical ...

the prediction of mechanical properties are available, however they follow the OPCC methods or (template) of determining the mechanical properties of AAB. The models available currently use only compressive strength to predict other mechanical properties, without directly addressing the chemical composition of the AAB.

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Prediction of Mechanical Properties of EPON 862 (DGEBF)-W ...

Prediction of Mechanical Properties of EPON 862 (DGEBF)-W (DETDA) Using MD Simulations. April 2010. DOI: 10.2514/6.2010-2814. Conference: 51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural ...

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Mechanistic data-driven prediction of as-built mechanical ...

Jun 08, 2021  The prediction of as-built mechanical properties (e.g., ultimate tensile strength (UTS)) remains very challenging because of the multiphysics involved, such as

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Prediction of Properties of Concrete Cured Under Hot ...

Feb 18, 2020  Models developed for predicting the mechanical properties of concrete produced under hot weather by ANN are summarized in Tables 7 and 8. As stated in Sect. 3.2, ANN models aim to minimize the sum of square of errors between the prediction and experimental values. This is achieved by iterating the weights of the hidden neurons using a learning ...

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Materials Free Full-Text Prediction Model for ...

Therefore, this paper studies the mechanical properties of porous concrete (POC) with low-grade RA. An improved relationship between porosity and compressive strength of brittle, porous materials is used to express the compressive strength of POC with recycled aggregate (RPOC), and the prediction for compressive strength of porous concrete with ...

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Influence of Aluminosilicate for the Prediction of ...

Jun 13, 2019  The predicted mechanical properties of the geopolymer concrete using Artificial Neural Network (ANN) was found to be in good agreement with the test results. In this paper, details and results of experimental and predictive studies carried out to determine the mechanical properties of Aluminosilicate materials l

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Artificial neural networks for prediction of compressive ...

concrete depends on the replacement ratio of RCA. It is the ratio of replacement RAC the strength simultaneously decreases. From the previous literatures, the mechanical properties of RAC concrete are in general low-grade to those of NAC concrete; mainly because of the presence of old cement paste.

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